{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "440d361e-f41e-494a-98a3-aa87cf0087af",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2023-12-24T19:57:47.117705Z",
     "end_time": "2023-12-24T19:57:48.144629Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\58248\\AppData\\Local\\Temp\\ipykernel_16052\\2544322976.py:62: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(xt, ha='left')\n",
      "C:\\Python310\\lib\\site-packages\\matplotlib\\text.py:1463: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  y = float(self.convert_yunits(y))\n",
      "C:\\Python310\\lib\\site-packages\\matplotlib\\text.py:895: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  y = float(self.convert_yunits(self._y))\n",
      "C:\\Python310\\lib\\site-packages\\matplotlib\\text.py:754: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  posy = float(self.convert_yunits(self._y))\n",
      "C:\\Python310\\lib\\site-packages\\matplotlib\\text.py:567: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  posy = float(self.convert_yunits(self._y))\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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FgwYN4OTkhM8//xwxMTHw9/c3+RwcPXoUP/74IwAG4UREVPfYfAe8du1aMQBv2bIlZsyYYXJTOWzYMPz111/YuXMnAP1N7oABA0yCT61Wi6VLl4oBeGBgIObPny/uo1arsXTpUly4cAFbt25F586d0bx58wrblZmZia+++sokcZC1fvzxRzEADwgIwJw5c0xuJEtLS/Hnn3+K0/K2bt2KFi1aVDo9MS0tDRs3bhR/Hzp0KCZNmlThMfPmzYNOp0Pjxo3LHd221tatW8UA3MXFBTNnzkTHjh3Fx3U6Hfbs2YO//voLgiAgNjYWa9euLXc67q2qkvG7PLYGZQUFBViyZIk41XbKlCkMwG+hUCgsdmQVFRVhy5YtuHLlCl544QWrOkBiY2OxZMkS9OrVC4MGDapytmJHduTY+n5MSUkx+Xwavn8Ma4J1Oh00Gg1UKpXJuQ0J4M6dO4fi4mLs3bsXo0ePtniNpKQk8bvQxcUFo0aNsrp91VXn3togvLi4GB999JHFx/bt24d9+/aZbe/WrRtmz54t/m5IigboOzsNI5cVKe979daOT6VSCZ1OZ7Z85ezZs2IQHhkZadbxuXr1amg0Gri4uFgM9u0VHR1tMo3aEaPgWq0Wy5cvFztxpFIpunfvXu7+zzzzjNm2hIQEfPLJJwCAhx56yOLrW1paKpbXA4BJkyaZfTa1Wi3+/PNPAPpgfsKECRW2vbwAPTo6Wvy5devWZt87Pj4+Jr/n5OQA0CeJM2Y8g86aBG9ERES3E5sinvT0dPGmKigoCE8//bTFKYmTJk3CpUuXkJycDJ1OhzNnzpiskT148KAYyLu5ueGpp54yGUFTKBSYOXMmXnvtNRQXF2Pjxo148skny21XTEwMvv/+exQWFkKhUNiUuCouLk6cvufs7Iwnn3zSbATa1dUVDz/8MIqKisSbrE2bNlUYhKtUKixbtkxsi5+fn9Uj+o6gVCqxY8cO8fcZM2aYBOCA/oburrvugkajwbp16wDob65Hjhxp1dr36hgJtyWQUiqVWLx4MbKzswHoE0X1798fOTk5Di2d1rBhw3qXlbe4uBgLFy4Ub2TXr19faQcRAJw4cQKlpaXYs2cP9u7di//9739VKpVmbUBoDVsyxhcXF2Pp0qVioDtw4ECbkiWOGTMGCQkJuPfee9G7d+9y95NKpejZs6eYEMyWRHSG7w5Hrwm39rNhz7IQ489JbGysGAx7e3tXOJqsUqnEGQnWfta2bt2KY8eOYdq0aVavT6/Ili1b4Orqate6dcOyH2OOKI+4atUqcZmNRCLBo48+avY97gi//vqrOAurY8eOFnMz7Nu3TyzBN27cuApnf1iruLgYV69exb///ovOnTuLeWQOHDiA9u3bw8vLS/x+vzUIN87/YW8yTyIiotpiUxC+d+9ecWrhlClTyr3JkEgk6NKlizh10fCH28AwMgTopxhamsLq6uqK/v37Y9u2bbh48SLy8vIs7rdv3z5xzbWnpycef/xxq6Y8GhgnTOvXr1+5mXulUilGjx4tBuE3btyosNzNqlWrxOcvlUrxyCOP1Gjm+FOnTkGpVAIAgoODK+wwGDJkCLZt24aSkhJotVokJCSga9euNl2vsLBQnE1gD1szfpeWluKrr74Sy0q1bNkSDz/8MAB9fWVLU4rt9fLLL9e7zLvu7u4YOnQoNmzYAED/mezcuXOFdZS1Wi3OnDkj/t63b98q1yp35GivtXkgNBoNvvvuO7EGd0BAgFUdEMaCg4Px3nvvVRpoBQYG4uGHH8aoUaNsDloMQYaj14RbG4Qbz0oJCwsrdy17fn4+vvzySwCmyRqNv+enT59eYaLO5ORkceaPNbNhsrOzsWvXLqjVaixevBhDhgyxegbPrTQaDVatWiV2MJeWlto0YwEA/vnnH4fXdN+yZQsOHDgAQP839aGHHqpwFNxep0+fxsmTJwHoO0AsvY7FxcViBYHg4GC7ZhDodDokJyebvE7/+9//xJ8NiVivXr2K33//HU5OTujXr5/YUXfrCLnxd4cjOgSIiIhqkk1B+MCBA9GqVSsUFhZWmo3bOCOs8c1xWlqaOGVcKpVWmA26X79+2LZtGwRBwKVLlyyOOF25cgWCIKB58+aYPXt2pWuub2WciK1Lly4V7tuyZUtxjR0A5ObmWgzCt2/fblInduTIkTWe0MuW52XISG+YEWCY/meLxYsX23yMvcrKyvDJJ5+InRyNGzfG/PnzxQDAnqzzFamvUx2HDx+OixcvIj4+HoIg4Pfff8drr71W7rT0M2fOiCPnXl5eNgeulhh3vkRHR1s1XflWhqDS2lH1tLQ0ZGVlAdCP9s6ePduumQ62jHRW9r2Un58vlrZTKBSQyWQOWQdeEZ1Oh7KyMpSVlcHd3d2sk9B4pouLi0u5yzyMR8wNxyQmJoq1plu2bFlppQzjf7vKZtgIgoCffvpJfO94e3tXqZa1Wq026Sj++++/UVJSYvX7+/r169i2bZvd17dk69at+PvvvwHoA/AHHnjAYUnebtW1a1c88sgj+PXXX9G4cWMcOHBAfB8a/i0MeVEAfV4R4wzwgL7ih3EgXFBQgLS0NKSmpiI5ORlJSUm4ceOGxQ4gDw8PhIWFicvaYmJiIJPJoFQqTTpybv0MGc+aqo4koURERNXJpr9cTZs2tXoNqHFvt/HUZsPIJaCvL1rR9MwmTZrA3d0dxcXFuHLlisUgXC6XY9y4cRg+fLhdSb2Mb/qtWUvs5OQkjjBbuqE4ceIE1q9fL/7eqlWrcteLVqf8/HzxZ2ufl4Ejp3JXB2dnZ8yYMQMrVqxAUVERnn76aZP3mKFc3qRJk0yWQeTm5mLRokW49957Kx3p3717t8n6R2vk5eVBLpfDyckJMpnMLGGUoxhqGGs0GiiVSnh4eNg1y0IqlWLSpEn44IMPAOhHI/fv31/udNyoqCjx5/Hjxztkuq3xus6qVgyw9n0bFBSEN954A19//TU6duyIgoICqNVqMZGVYU24IXmVt7e3Sd6L5ORkk/WzBsYdCrd2xBmbPXu22ayeJUuW4MqVK+LvMplMzALt5OTksPwLxoG3cXufe+45tG7d2mRfQyItW6b5G14/w/IWAFZ9/9kShG/btk2coq1QKDBv3jybEwIac3V1xdNPP42vv/4aCQkJAPTvda1WW+noumFZg6Fj1tXVVfz+sdeWLVvEABwA7r//fgwYMKDS4wzfP4Y66ob3861uzXcgCAJ69+4NHx8f/PXXX5V2KJw4cUJMrGbQuXNnkyD84sWLWLlypdmxEokELi4u4mv09ttvmyUqHDFiBHr27Ik//vhDTBQH6CtgNG/eXMywbxx421oNhYiIqLZVS/exVqs1qQ1rfHNnGIECYNXocFBQEGJjY8V1Ybe67777qrRe13hku7Le9OLiYjEAB8zXqEVHR2PFihXiTaubmxtmzZqF4uJim0dntVqt2JFhyNZruHkyBGAajQZBQUEW128b37Rb0zlhPPptzw2tI+uEWyM4OBj/+9//kJ+fb7LWVKfTiTd4twbPv/76K7KysrB06VIMHjwYkydPLve1Mfw7KxQKq+v8Llq0SFxXaY+ffvoJP/30k83HVeW1b9GiBbp27YqMjAzcfffd5XZOxMXFiWt2g4ODK1wHbQvjILyqbOk8cnV1xQsvvICNGzfis88+q3DfkSNHmiQF02q1YgWI8mRkZJSbJNKajhmtVgutVouysjKHl4AyfI9Yw9YgHNAHS4ZgtnXr1lat1zYOwiv6Hj579qxJgPrggw9W6XvHwMXFBU8++SS++uor8d929+7dkEgkuO+++yweo9PpsGLFCvFvWtu2bdGwYUOTJU620Ol0+Ouvv8RRZsMIuDUBOGDd98+SJUvMtgUFBWHBggVo06YN+vbti5KSEjG7ekWdP0ePHhW/E27tBOzduze2bduGtLQ0uLi4ICIiAh06dED79u2xc+dObN++HUD5M0R8fHwQEhJiEoRfu3YN77//PgYPHoxJkyaZfL8baqEXFxdzajoREdUJ1RKEHzlyRPyj6OPjg7Zt24qPGZcPs6ZUj2EqcHlBeFUTZnl7e4s3UdnZ2fD39y93X+N1xj4+PmY3EBEREXjllVcQFRWFkydPYtasWWjYsCFWr15t8yhfVlaWVdNRH3/8cYuJeozXz1U2vVylUpnMXAgLC7OhpbXHzc3NLCFPaWmpGDTcGoQPGjQICQkJYt3mtLQ0zJkzx+KIriEItyWR1u3qxo0bOH78eLmPe3l5oUmTJkhOThan+N/KuMydl5eXuJbcwNBJpFar0bx5c6unzo4dOxZjx461al9Hs3eWgvF3Tu/eva0KMnft2iUGd5ZmLTzxxBPQ6XTiCGZFI5mOotPpoFKpoFarHTKrweDatWti8DZ58mSrjrEmCL906RK+//578fN91113WayZbdzBYKkDwTAD4NY8FC4uLnjqqafw+eefi8Hlrl27xBkjt17jxx9/FGuCe3l54ZFHHjHJtm8LtVqN5cuXi+W/pFIppk+fXmFN8MoYl3Az7niRyWRix+6thgwZYvX5L1++LL5OljqKJk+eDKlUivDwcJuniyckJIivpVwuR7du3XD8+HEIgoCmTZtCKpWalCVLSkpCp06dcOrUKVy8eBGjR49Gs2bNbLomERFRTXJ4EF5aWopNmzaJv48cOdLkD7TxjU95SdCMGXq1ywvCq6pVq1ZiEH706NEKy65s2bJF/Lm8BDnNmjXDzJkzMW7cODFIN14z6e3tXeHUYeM64T4+PhAEweQ/41FwrVZb7khFSEiIOCJz9OhRDBw4sNxr7tixQ0xy06JFC7Fea11k6PwBzJP1dOjQAS+99BK+/PJL5OXl4dKlS/j444/x4osvmgUhhiDcllEVhUIBd3d3cTq64Qa4IpmZmSYzMaypd2s8nVSpVFYaqKWnp4sjT45w8eJFXLx4sdzHBwwYUG3rVx1t+PDhGDFiBBQKBVasWIGTJ0+iUaNGePvtt8Xa57d+Xo2/z4KCgtCtW7dKr2MIrgDLQWZtdPZIpVK4uLhYPdPDWg8//DD69OmDCxcuIDg4GLm5uWJSr4ceesjiMcZBuKXvx5KSEqxYsUL8+xEREVHumm3jhF23Jv7TarXi581SUkDDiPiiRYuQmpoKQD/NW6PRmPy7HT58WOzYkkqlmDVrVpWmxF+5ckVcjuDm5obZs2ebdF5b4+WXXxano9/6Hlu3bp34HfD111+LgbgtdeMrYikIt5RhHai8ikFcXBy++eYbaDQaSCQSzJgxA5GRkejcuTNycnLEmQHNmzcXZ2qcPHkSo0ePRllZGc6ePYuzZ89i4sSJVcoVQEREVJ0cHoSvW7dOXGcdHByM/v37mzxu/AfYmrIihlEnlUoFnU7n8JGhfv364dixYwD02Xw7duxoMePzzp07xXWIUqm0wqAWMJ1mZ3xD9Oijj5qtvTTmqDrhXbp0wdq1a1FSUoLLly8jKirKZH20QWJioskawEGDBll9DUeWl3IU4+nNlgLogIAA/O9//8Nnn32G7OxsNG/e3OIooCEztS0Biq2JtPLy8vDyyy+LvwuCgOeff95smUNVOXo6c31S3giwIZCx9HhVv4OsOT4/Px8vvvhila5THplMhm+//bZazm0QGhqK0NBQlJWV4Z133kFxcTGkUilGjBhhsZPPOCC21Enh5uaGV199Fb/88gtyc3Mxe/bscl9H42UJt452G/9eXkUGDw8PPPXUU/joo48wYMAAi2va+/Xrh6KiIqxfvx5Tpkyp8DvdFv7+/pg3b55Vs8RuZWtHjlQqddgMCFs+E8b5SoypVCps2bIF27dvFztK7r//fkRGRgKA2VIZDw8PhIaGIj4+Hqmpqdi1a5dYEg9AhZUeiIiIaptDg/Dz589j//79+hPL5Xj44YfN/jgb/27NVHLjAEKlUjl81CY8PBwDBw7Evn37oNFo8MUXX2D8+PHo3bs3nJ2dxWRVhvI1ABAZGWlTFvbayNzq7u6OBx54AD/88AMEQcCaNWuQmZmJ4cOHo1GjRsjMzMSpU6ewdetW8Wa0UaNG6NGjh9XXcGR5KVuVlpZi9+7dcHZ2NkmEZrxk4OLFi+Wu3e3Vqxf27NmDkJAQiwm0DKNgJSUlOHTokDgDQaVSoWnTphWWfLPW6dOnTTqltFot9u/fjzFjxlT53MaMP0P9+vUrdzSyKgzTWw2dZZb88ssvJp8ja8yaNUucdRIXF4dPP/3U5rZ98MEHVs26sZbx7Ib09HRxSnJFjJfhWMP4e87Z2bnCUdbs7GxoNBqb9rPVhQsXMGfOHJuPc3Z2xuDBg7F582bodDr8888/eOSRR8z2M/4uKW+mkI+PD5566imUlpZWGDwaB+HGtaRvvU5F318NGzbEm2++WeF1RowYgZCQkEorhViiVqtN1rYD+tH92bNnO3RpQE2paMbP1atXsXfvXkgkEhQXF4uzaCQSiXhcbGwsli9fLs5kUigUmDZtWqW5J0aNGiWWx/vrr7/E7Z6envWurCQREdUvDosOs7OzTbKhjhs3zuKaLFuzOFd3EA7oe9tdXFywY8cOqFQqrF69GqtXr7aYlEgmk9m8hrU613VWxBC8/Prrr1Aqldi3bx/27dtXbrKlsWPH2jRqanwTm5OTU6V/G1szsiuVykrXXxqym1fEUpZrYykpKfj5559NtvXu3dshQfipU6fEn52dnVFWVob9+/dj+PDhVc51UJ7q6hAyvMcrCiDseU7GSQftfU3KO+7GjRsQBAFOTk6Qy+ViZ5ROp0NOTo6YBNGwbtqQSNI44Ni/f7/Y8ehIxt+Tbdq0wfz588vd96233kJKSgrCw8PxxBNPlLvfO++8gxs3btiVSb8qhg4dit27d6OkpATHjh3D6NGjzUbDjUelK3uPurq6IiMjAzqdTvy3Myz9kEgkmD9/vkm2cuOkmBKJBO+88474u6WEmRKJBK6urlYFw/YE4MnJyfjxxx9NOgyDgoLw5JNPOuRvxZkzZ9C4cWP4+/vb/HmPi4vDtWvXxAzrUqnU5LU1ZrxErKIgPCgoCDExMcjNzTXZ3qZNG/H5tm7dGo8//jh+/vlnlJSUYN68eVYl3IuIiMCIESPMMrpHRkbW2t9dIiIiazjkjlytVmPZsmViHdHOnTtbnPoMmN6kW1PKxXif6hp5lUqlmDhxInr16oV9+/YhISEBeXl50Ol0cHNzM8noPmjQIJvXTNfmzUD37t3Rtm1b7Nu3DxcvXkRmZiZUKhU8PT2Rk5MjTilv1qwZevbsadO5jW9gly5d6tB2W0Mmk8HFxUW8YZRIJCgtLUVJSQkkEonZ6KcgCCgtLbVqGUReXh60Wi1cXFzg6uoqBmS3jqzZKzk5WRylDw4ORpcuXbBx40YUFBRg586dGDVqlEOuA0D8XAJVT2RYFcYBwdChQ8vt8MnMzBTXUBt37Bgf37Zt2woTL8XFxYlrbMsLRH799VeTsmAGubm5eOWVV0y2OTs746uvvjLb18/PzyQJYnlSUlJsGg03Lg8WExODN954o9x9DcFQXFycVfvZszwhKCio3NJ1hmnZ5XF1dcXAgQOxdetW6HQ6bN++HQ8++KDJPsZBuDWdBL/88otN1RRscWs2fEdRq9XYvn07tm7dava3zM3NzWF/J7Zt24arV69CKpXif//7X7lVSNRqNcrKykymsUdHR2Pr1q0OaYeBXC5Hp06dxNHwwMBAtG/fHnfffbfJfi1btsSoUaNQUlICd3d3q5efTZgwAQ0aNMC6deugVqvh4+PDteBERHTbc0gQ/ttvv4lZUv38/PDII4+U2zNuPLJlzU2pcQBR3SM4AQEBmDp1qsm2qKgorFmzBoB+irc9Nb8dVePXXh4eHhg9erRJ2w3lXgwmT55sczvLW9tXE3x8fCyua92wYQO2bt2KRo0a4b333jN5bMuWLYiKisLUqVMrzWj9+uuvIzMzEwMHDsTEiRMd2nYA2Lx5szgboWfPnujbty927NgBpVKJ7du3o1+/fhZLz9nDOFldbWZ7Nw7+xowZU+7MifPnz4tBuHGngXEw3alTp3KDQkCfm8IQYFfnmvgBAwZg6NChle63fPlynDx50q5rlJWVIT093WH72fN95OPjg379+ll8LCsrq8IgHAAGDhworvU9cuQIxo4da/L+rmxNeE0JDQ2tlmz9Z8+eFZcEGbRr167CBIf2MswqksvlFjuqnnzySXH5iFwuxzfffCM+JpFIzGqNG0bBDe8bw/+Li4ut7pQcOHAgOnfujObNm1fYCXr69Gnxsz9z5kyrl0cNGTIE3bp1w9WrVxEeHl4np/QTEdGdpcp3Ozt27MCRI0cA6HvzH3/88Qr/ABqvpTasu62IIckbYFuSLEdQqVTYsWOH+PvYsWPLzZZtmMIqk8nEGxjD/6uLcZZsw1pcazP0Gmew79atm13TKg2dKE5OTvjyyy+rNJJja53w8hg6bW5NblZUVIQtW7ZArVbjm2++wfDhwzFu3Lhy22y4ubRn/WxlkpOTcebMGQD6G+UePXrAzc0NgwcPxtatW6FUKvH7779j7ty5DrmecbK6qmRwrip73h/GHW/2dmaVd937779fnO0gk8mwZs0aXLhwAd7e3nj22WdNpqPXdP4DtVotdtJ06tTJqunoHTp0sGo6uq11vx3Bx8cHnTt3xunTp6HRaLBv3z6T3AfGwZw1n7mpU6dCq9VCoVDAyckJmzZtEnM7TJ48udzqFbf6+eefxTX93t7emDVrlkNnLsXGxmLDhg24fPmyuE2hUGDixIno0aMHnn/+eYddy8DQ6RYQEGCxQ6OihJrjxo3DuHHjrLrODz/8IGaIL+89lZ+fj9TUVDg7O8PDwwO5ubkVdr4bd+y6ubmZlM6sjK+vLzp16mT1/kRERLWpSkH4qVOnsG7dOgD6G93Zs2dXmtXVuGfe+MbEEq1WK46we3p61vhaxt27d4s3DEFBQWJpFEuUSiVee+21Ss/52WefWXXt9PR0mxMhBQQEWJWh+/Lly7hw4QIA/Q1heaV+KqLVasVRt4CAgNtm/Z0h4DTUlzfw8PDAk08+iaVLl6K4uBjbtm1DfHw8Hn30UYtJ9qorCNdqtfjll1/Em9Z+/fqJHQYjRozAkSNHkJeXhzNnzuDIkSOVJiayhvFIuC0JBR3NniDa+H1l73usvONuXXNq+LeWyWRo2rSpXddylOoM+stLnFfd+vTpI45ynj171iQIN84JYc0oZkBAgMnvDzzwAG7cuIHr169jw4YNaNWqVaWJudavXy8G4M7Oznj88cetWlpgC6lUiuTkZPH3li1bYvr06fD39zfpHHMUrVZbbkekweLFi6HVaqFWq6u9cykhIQHLli2z69ivv/7a6n0lEonJiD4REdHtzu4gPDo6GitWrBCDialTp1pV17RBgwbw9/dHamoq4uLiKsx0e/36dTEY8vf3t7epdikuLjaprTxlypTbJtCsKkPHCaBf/2hP5ujr16+L6zibN2/usLZVleHG1tINaOvWrfHKK6/gm2++QWpqKhITE/HOO+9g4cKFJq+BIcs34Pgg/O+//zZZqzxixAjxMRcXF0yaNAnff/89AGDVqlUIDAyscO2zNQwJoAzrMWuLPUG4I5ZyVOdykL/++sskK7OjGK+RPnfunFUdctZmMLc1CaKjtGvXDk2bNkWfPn3MlhIY2iSVSu36zCkUCsyfPx8fffQRcnNz8dVXX+HZZ58t97Ozb98+MZmXVCrFzJkzq/w5syQsLAxTp07FH3/8gXHjxmHQoEHV+nfEkFAQME2cZkwqlUKhUDh0Zlltl6t0c3NjKUYiIqpT7ArCo6Oj8e2334q96HfffXeFo8S36tixI1JTU6HRaMRs0JYY6ncD+puZmvTPP/+Iicd69OhR6XRtFxcXvPPOO5DL5VAoFCYZew3/t8YTTzwBnU4HPz+/Ske1b52Obs0003PnziE+Ph6AflT01uQ41kpISBB/rul/m4rk5OQAMB8JN2jSpAn+97//4dtvv0ViYiKmTp1q1glh/Fo6Mgg/deqUyfKGMWPGmI28de/eHSdPnsTZs2dRVlaGxYsX4+WXX7a7xJZKpRJr5zZp0qTGl3QYsycYNh61rY3cCjk5OfDy8qrxdcqCIFhdK9raEmUGtRWsSKVSvPHGGxavb0jAWZX3p4+PD5588kksWrQIJSUl+PzzzzFv3jyz7+7t27djw4YNAPSvxWOPPVat05h79+6NDh061Eg+hoyMDPHnGzduYP/+/Vb/bS4qKoJWqzXLjG7oNLCUId2gvNkV7du3x4cffghnZ2coFAqTbOu3+vnnn3Ho0CEA+qUiFeV8APQzfF544QUAcPgMBiIioupm853l9evXsWTJEnGkpnv37jYnrurfvz927NgBQRCwZcsWdOvWzWyabFpamllt7pqSnp6OvXv3AvhvdLIyUqkUvr6+Dm1HZTfLhsednZ3LXatuTKvVYu3ateLv999/v91T/A15AKRSKdq0aWPXORxNp9OJZXDKm4oJ6BPsPfPMM7h48aLFUmO3rk81dHKUlZXZfbN35MgR/Pzzz2JwHxISUm4HyPTp05GUlITs7Gzk5+fj008/xVNPPWV1UGbs3Llz4g3y7fLvZIvamjoN6NenfvHFFxg5cmS5ywLuueeechOWGfv9999x/vx5q6/doEEDvP3221bta22JsttBed9phg7PqibUCgwMxFNPPYWvvvoKJSUl+OKLLzB58mQMHjwYZWVl+Omnn8TSgHK5HLNnz66RdcSOCsAN+SxCQ0MtPn7t2jXxZ6lUit9//93qmQ9//vmnuMbbVuVNa3d2draqIzMxMVFc0+/m5oY+ffpUeoxxvhh7OymJiIhqi81BuPEfdalUCldXV6xevbrS46ZMmSL+3KRJE3Tt2hWnTp2CUqnEZ599hlmzZomlVBITE/H999+LgX5ERITZGsDqtHbtWnF63ZgxYyoM6OqSPXv2iOu4O3XqVGmG8PIkJiaK6xzDwsLKHXWuafn5+eK/22+//VZpDXBrGGdgL69MVUUEQRBH3gwBeMOGDTF79uxyp6W6ublh7ty5+PTTT6FUKpGVlYWPP/4Y8+bNK/fmuzzGNazbtWtn07GOZk9CMONprvYmFBMEweZR9KysLHz11VdIT0/H33//jc6dO1sMEF1dXa3qmLGlsys3NxcLFy6Es7MznJycKp1JY22JMuMye6GhoRUme6tphrwFjshq3bJlSzz33HP4+uuvkZ+fjz/++APnz59Hfn6++L3l4+ODOXPmVLpu/HaiUqlw4cIFnD9/Hj4+Ppg+fbrZEjBDEO7t7Y1p06Zh6dKl+Ouvv6olweStbbNXdnY2vvvuO/HzPXr0aKvaa5j1BDAIJyKiusemIDw7O9ukrq5OpzO5ya+IcRBu+P3y5cvIzc1FdnY2PvroI/j5+UEQBJMpdS4uLmbHVqeLFy/i3LlzAPTJ2IYMGVJj165OBQUF2Lx5MwB9NvOqvKY7d+4Uf7a1tnh1Km8NZG0pKCjAihUrcOnSJXGbh4cHnn766UoDt2bNmuGpp57Cl19+ibKyMhQVFeHTTz/FkCFDMG7cOKvqfcfHx4sZ5z08PNC+ffuqPaEqMg6iN23aVGGdcAPjkXDj48+dOyfOerDEONO+tUG4IeAvKirC+++/Lya48vLyQllZWZUCRFvXzJaVldlck97aEmWA6Zrzihhec2vXm9vbUWL47DqqtFRwcDBeffVVfPXVV0hOTkZ0dLT4WGhoKObNm1ct08Ptff7W/Htcv35dPH9ubq5ZCUOVSiV+17Rt2xYdO3bEE088ge+++w5KpVLcT6fTWfzs9e/fHx06dBBLkxlPRbc0Jd34M2VvR3ViYiKWLl0qJkBt1aqV1X9zjd/rtZ1IkYiIyFY2BeHGPc9V1aBBAzz//PP49ttvkZKSAgBmN5Curq6YM2dOjf2B1Wg0+PPPPwHobzAeeOCBGk/GZrjJcnQZoXXr1onrLkeNGoVGjRrZdZ6LFy+KGY49PT2truNaGcN01KoICgrCW2+9VeXzHDp0SFy7/fzzz8PNzQ1qtdrq0R5BEHDw4EGsX7/epM69r68vnnjiCaunlbdq1QrPPPMMlixZgoKCAuh0OuzcuRNnzpzB3XffjT59+pQbjOt0OqxatUr8vXfv3rVafxkwDaiNO3IqYvyaGx9/6dIlk86Nyq5rzefYMEpqHAAPHDgQ9913n8lrZ89n05aA2sPDAy+//DIaNGgANzc3KBSKCpemWFOiTBAEk5Fwa56DoZa0LexJ0FVUVCT+bXFEzgK1Wo0LFy7gyJEj4t8WY1evXsVff/2FyMhItG7d2qoOLWsZv16VLaUwDmJTUlJQXFxc4bIi4xwpDRo0MJsdduHCBfF9Zpj10rZtW7z44otYsmSJ2Ln15ptvYvjw4ejTp4/J+9qeMpX2ys3NxT///INDhw6Jr1NAQADmz59v9d9c489/bSacJCIisodNd+VhYWFYunSpwy7epEkTvPbaa9izZw/27t2LrKwsAPobsS5dumDMmDF2BYv2tlEul1u9DrM6CIJQbUH4I488gkceeaRK51CpVCaB3d13323zmnJDEKBQKCCRSKBWqxEbGysGQFW5IXZxcalyh41GoxGndCoUCoSGhtrUEfPvv/9i06ZNYmk9g4iICMyaNcuqtfvGQkJC8Oqrr2Lp0qXiLJTs7GysWrUKmzdvRq9evdCpUye0atXKpJ2bN28WX1NnZ2e7E/A5kj3ru42DV3vXhxuSTVUkISHBZAaOXC7Hww8/bHGmhy2BZmFhIa5evSpmqAfKTzCXn58PiUQCmUyGZs2aOTSBmuG8MpkMTk5OYgUAQz1yS6PCxut8g4KCyk2UVVRUhPXr1wOwPQjPz8/H77//Ln7f2ZNXQ6vVIjk5GXFxcYiJiUFsbKxJ542XlxdGjhyJxMREnDp1ChqNBkePHsXRo0chl8vRvHlztGzZEgEBAWjatCmaNm1q8+fUwPg9Wtlr4e7uDjc3N5SUlKCsrAwfffQR2rdvb/G9mpaWZpJToFu3bmbvo927dwPQv3eNlxoFBgbitddew+rVq3H48GFkZWXht99+w/r169G+fXt06tQJYWFhdo9m63Q6ZGVlobi4uMLp/SqVCtHR0Thy5AjOnz9v8lp16NAB06dPt2p2gk6nw+HDh8UgXKFQmJUbJCIiut3V7tAY9DcMw4YNw7Bhw5Cfnw+1Wg1vb+9aH7WrDcY3JbWZkMoSrVaLZcuWiaMpjRo1qjR7rSU6nQ5vvfWWSVIdY7VRx3r9+vVISEhAaWkpsrKyxMAvPDzcqgC8oKAAJ0+exOHDh02CLUB/gzhhwgQMGTLE7uzePj4+ePHFF7Ft2zb8888/YnBUWFiIqKgoREVFYdKkSRg2bBgA/VTtLVu2iMcPHz7cbOpqbTCecvvll1+WO+p5/vx5seav8TRa46CwsuzJ69atE0sMGjKHVyQnJwcSiQSCIMDV1RXz588vd2TQmqnDarUaCxYsMJsy7+7uXu57auHCheJsFUCfxMyWafT//vsvHn/88Ur3B0xfy4CAAIuVGIyfp4+PT7kJ6LKyssQgvKLX5uTJk2JCR5VKhby8PGRmZooBuEQiQffu3S0eq9PpkJ+fL46aZ2ZmIjU1FcnJybhx44bF6wYFBWHQoEHo1asXFAoFhgwZglGjRmHHjh04deqUWCc7MTERiYmJJse6u7vD09MT7u7u8PDwwH333WfVd5Nx4G1Nh0TXrl3FBKTp6elWLSdwdnbGXXfdZbLt9OnTYsWKiIgIs8+Wq6srpk+fjsGDB2Pz5s04f/48SkpKcPz4cTEZm5ubG/z9/eHt7Q1nZ2e4uLhALpdDEARotVrodDpxlohSqURhYSEKCgpQWFgInU6H8ePHmwThOTk5uHHjBpKSkpCYmIj4+Hiz2URNmjTBPffcg169epX7fNeuXYsTJ05ALpdDp9OhqKjIpHOuS5cuDp3NQEREVBNuq0i3viRAs5etN3A1RRAErFy5EhcuXACgv1meNm2aXZnVFQoFhg4dijVr1lh8vH///lVqqz0iIiLEmsEGzs7OGDt2rFXHX7t2DX///bdJwAjoR3fuu+8+h2TNl0qlGDVqFCIjI7FhwwacPn1aDF7GjRsnBuCAaZmiFi1amNQir03WrkM2ZnyzbUvyJxcXF7HjQaVSVTqy2aNHD6SlpWHnzp148skn0apVq3L3taYdCoUCI0aMMJk5AsAseDImk8ng6uoKZ2dnSKXSaislJggC1Gq1+F95nQLlZbyuSEX/xhEREfjtt98sLj2RSqWYOHFiuSOpEokEP/74I2JjYyu8ftOmTdGpUydERkZarPsdGBiIGTNm4L777sPJkydx8uRJJCYmmn3fFhcXi0tJRowYYXXnoPFrZs3rN2nSJGi1Wvz7779icrryuLu7o3nz5hg3bpxZe4xLRlaUWbxZs2aYP38+UlNTcfr0aZw9exbXr18HoF8SdGtnhLUkEolZKbSSkhL8/PPPFp9XixYtMHjwYHTv3r3S9/no0aNx9OhRizkgfH19MXnyZLvaTEREVJskgqPnPZPdiouL8dxzzwHQj0p8/vnntdwiPUEQEB8fj3379uHkyZMYMWIEJkyYYPf50tPTxSzOnp6eaNKkCYKDg9G1a9daK6P12muvITs7G4GBgejQoQMGDhxoUzmyxMREfPbZZ9BoNGjZsiXGjh2LiIiIamtvcnIy9u7di7y8PIujn0ePHsWGDRvw0ksv3TY1dK9evSom4OrSpUu5wZ9hRgKgz3psCKALCwvFhGvNmjVDkyZNHNo+rVaLpKSkSqe2ZmVliQkpO3bsWG7G+qKiInz00UcIDg5Gq1at0K5duzqVQKqkpETsnPL39y+3TJtarcbly5cB6NezV7Q+d8WKFeLaZolEguDgYERERKBPnz6V5krIycnBggULTIJbLy8vhIWFISIiAhEREXZlyS4rK0NcXByio6ORkJCA1NRUsTOhSZMmeOutt6zuEPniiy/EadKvvfaaxY6A6rJx40YcOXIE7777rk0dOAUFBbh+/TpSUlKQkpKC7OxsFBUVoaioCMXFxVZ1CPv6+uKdd94x256YmIiPP/4YgL6TPTIyEr1790ZwcLD1TwzAmjVrEBUVBU9PT/j6+iIwMBCtWrVCZGTkHTlrjoiI6j4G4beR3NxcvPzyywD0I2mLFy+u5RaZu3LlClq0aGH31GqD/Px8eHh4VNton61ycnLg4eFRpWmNhw4dQsOGDc3KBtWWoqKiaskATWSvxMREpKWlwc/PD/7+/javvd6+fTsKCwvRokULtGjRolqWr+h0OmRnZyMlJQWurq41mrCsqq5du4bmzZs79JxarRYajQY6nU5cJmXIkm6YsVHR0olDhw4hICCgSn83lEolpFIpp50TEVG9wSCciIiIiIiIqIbUbP0tIiIiIiIiojsYg3AiIiIiIiKiGsIgnIiIiIiIiKiGMAgnIiIiIiIiqiEMwomIiIiIiIhqCINwIiIiIiIiohrCIJyIiIiIiIiohjAIJyIiIiIiIqohDMKJiIiIiIiIagiDcCIiIiIiIqIawiCciIiIiIiIqIYwCCciIiIiIiKqIQzCiYiIiIiIiGoIg3AiIiIiIiKiGsIgnIiIiIiIiKiGMAgnIiIiIiIiqiEMwomIiIiIiIhqCINwIiIiIiIiohrCIJyIiIiIiIiohlRLEC4IAtLS0qBUKqvj9ERERERERER1UrUE4d988w0WLlyI8+fPV8fpiYiIiIiIiOqkagnCW7duDQCIjY2tjtMTERERERER1UkSQRAEew5MSEjAsWPHoFAoIJWaxvJ5eXk4ceIEvLy80LNnT5PHdDodtFotNBoNxo0bBy8vL/tbT0RERERERFSHyO09MDMzE4cPH4ZcLodMJjN73N3dHVqtFocPHzZ7TKPRQK1WY8SIEfZe3syZM2fw999/IyUlBd7e3hgzZgz69+9vss/kyZOxZs0ai8evWrUK999/v8PaQ0RERERERHQru0fCb3X69GloNBr06NHD4uOrV69Gq1at0LlzZ4tBe1V88sknePnll6FQKBAcHIwrV65Aq9XimWeeweeffy7u16JFCygUCkyZMsXsHFOmTEGHDh0c2i4iIiIiIiIiYw4JwpOTk/Huu+9CoVBgwYIFaNKkicnjBQUFePHFFwEAL7zwAkJDQ6t6SdHu3bsxdOhQTJ48GT/88AM8PDyQkZGB8ePH48iRIzh48CD69u2LjIwM+Pn54amnnsKXX37psOsTERERERERWcshidkCAwMxdOhQlJWV4c8//zR7/MSJExAEAX379nVoAA4ACxcuRNOmTbFixQp4eHgAAHx9ffHSSy8BAPbs2SO2AQAiIyMden0iIiIiIiIia9m9JvxWo0aNwsGDB1FSUoLS0lK4uroC0Cdi2717N5ydnTFu3DhHXU60bNkyqNVquLu7m2wvKCgAALEdx48fBwD06dPH4W0gIiIiIiIisobd09HPnz+PuLg4k215eXnw9vY22VZYWIijR4+iadOmJmuudTodAgIC0K9fP3suXyGlUom+ffvi3LlzOHfuHNq1a4cRI0Zgz549GDNmDA4ePIj8/Hy0atUKDz74IJ599lk4Ozs7vB1ERERERERExuwOwtevX49t27ZV6eKRkZF47LHHqnQOY+fOncPWrVuxbNkyJCUl4ZtvvsHs2bMhCAIaNmyIvLw8hISEYPjw4ZDL5fjnn39w+fJl3HXXXdixY4dZqTUDtVoNjUZjsk0ul0OhUDis7URERERERFT/2T0d3ZDh/Pnnn0d4eLjNxxtqhTvS8uXL8c033wAAunfvjuHDhwMAMjIyEBkZiY4dO+KTTz4Rg+1FixZhzJgx2LFjB9auXYvJkydbPO+2bduwefNmk2333HMPxowZ49D2ExERERERUf1m90j46tWrsWvXLixYsABBQUGObpfdkpOT8eOPP+K9996Dj48Pjh8/XmH7zp49iy5duuC+++6zmFQO4Eg4EREREREROYbd2dGLiooAAG5ubg5rjCMEBgbi9ddfx2effYbU1NRKy5G1bdsWAJCQkFDuPgqFAq6urib/MQAnIiIiIiIiW9kdhOfl5UEul8PLy8uR7XEYw1TxS5cuAQASExMt7peZmQlAn8yNiIiIiIiIqDrZFYTrdDokJSWhefPmkMsdVuXMZoWFhWjevDlmzpxp9lh2djYAwMPDA2+++SZCQ0Nx4cIFs/02btwIAOjYsWP1NpaIiIiIiIjueHYF4dHR0SgpKUGrVq0c3R6beHp6IjQ0FCtXrsTff/8tbtfpdHj33XcB6BOojRo1CgDw9NNPm4x4nzx5EgsWLAAAi4E8ERERERERkSPZNYy9detWAECvXr0c2hh7fPfdd+jVqxcmTJiAUaNGITQ0FIcOHcLJkycxYcIETJs2DRKJBDNmzMCPP/6IVq1aoVOnTsjPz8fRo0eh0+nwyiuvYOjQobX9VIiIiIiIiKies3kk/MCBA0hISEBERAQCAwOro002CQsLw6lTp/DQQw/h3Llz+OGHHyCRSLBy5UqsWbMGEokEwH/ly7y9vbF7924kJCRgzJgxiIqKwvvvv1/Lz4KIiIiIiIjuBDaVKMvNzRWnb7/00ksIDg6utoYRERERERER1Tc21wnfu3cvXF1d0bNnz+pqExEREREREVG9ZHMQTkRERERERET2sbtOOBERERERERHZhkE4ERERERERUQ1hEE5ERERERERUQ+yqE27w9ttvIzk52er9lyxZAqmUcT8RERERERHdmaoUhHt4eMDNzQ3Dhw+vcL9Tp04hJSWFATgRERERERHd0aoUhCsUCri6umLEiBEV7peWlob09PSqXIqIiIiIiIiozqvS0LRMJrP+QhwFJyIiIiIiojtclSJjrVZr9b4sR05ERERERER3uipNR1er1SgrK8OJEycq3C8rK8umgJ2IiIiIiIioPqpSEF5cXIyioiJ8//33le4rkUggCAIkEklVLklERERERERUZ0mEKswTLygosGmE28fHx95LEREREREREdV5VQrCiYiIiIiIiMh6Nk9Hnz9/frmj31KpFN9++y0kEglefvll5ObmlnueuXPnokuXLrZenoiIiIiIiKjOsjkIVygUaNy4MTp27Giy/eLFiygoKBDXfCsUCvj4+CAyMtJkv4yMDJw7dw4KhaIKzSYiIiIiIiKqe2wOwmUyGYKDgzFp0iST7UVFRYiJiTHZz9vb22y/s2fP4ty5czbVGCciIiIiIiKqD2yuEy6Vln+IcWBd0X7WPE5ERERERERU31RbJMxSZERERERERESmbA7CKwquNRpNlRpDREREREREVJ/ZvCZcEAQkJSVhzZo1JtuvXbsGtVptsl9mZqbZfhkZGeLjRERERERERHcSm4NwnU6H9PR0REVFmT3m7Oxssl9ubq7F/QyPExEREREREd1JbA7CtVotIiMj8dhjj5lsX7lyJY4dO2ayX3h4OJ5//nmT/c6ePYslS5ZApVLZ2WQiIiIiIiKiusnmINx4yrkxV1dXeHh4QKfTQSqVlrtfu3bt8OGHH8Ld3d3WSxMRERERERHVaRKBi7OJiIiIiIiIagSLdRMRERERERHVEAbhRERERERERDWkSkH4xYsXcePGjUr3O336NFauXImcnJyqXI6IiIiIiIioTrM7CNfpdPjjjz/w7rvv4tKlSyaPFRUVifXAASAlJQVHjhwxSdYWGxvLWuFERERERER0R7E7CD9y5AgyMjLQqVMntG3bVtyen5+PBQsWYPny5WItcIVCAQCQyWQAgGvXruGzzz7D4sWLq9J2IiIiIiIiojrFriC8uLgYGzZsAKAPsFevXo3ff/8dO3fuRIMGDdC3b19cv34du3btAvBf8G2wdetWSCQSjBkzpmqtJyIiIiIiIqpD7ArCf/rpJxQUFMDd3R0xMTE4evQojh49iri4OADAuHHj0KhRI2zatAlFRUUmx0ZHR+PMmTPo27cvWrRoUeUnQERERERERFRXyG09YPXq1Th37hw6deqEuXPnQio1j+MVCgUefPBBODk5wcPDw+SxRo0aYdiwYRg2bJj9rSYiIiIiIiKqg2waCVepVCguLkazZs3w8MMPAwAEQYBarUZpaam4BlypVEKlUqGoqAhnz55FSkoKAP0oeGpqKkJDQ3HlyhUUFxc7+OkQERERERER3b4kgh0pyvfs2YM//vjDbPsbb7yBwMBAZGVl4bXXXoNcLheTshlTq9XQaDR45ZVXOCWdiIiIiIiI7hg2T0cHgPDwcEybNg1Hjx7F9evXcd9990GlUqFBgwYAACcnJwDAiBEjLCZf27RpEzZv3mwxQCciIiIiIiKqr+wKwgMDAxEYGIjLly8jJSUFAwYMMHnc0jpxS6zdj4iIiIiIiKg+sDkI1+l0UKlU4mi3YZtGo4FGo4Grq6sYXB88eBAXL140O0dubi4AQCKR2NtuIiIiIiIiojrH5iA8NTUVb7/9tsm2efPmiT9//vnn4s+NGzdGWFiY2Tni4+ORl5dn66WJiIiIiIiI6jSbg/AGDRrgvvvug7OzMw4fPozr169jypQp0Gg0UKvVUCgUUKvVAIA2bdqUuyY8ISGh6q0nIiIiIiIiqkNsDsI9PDxw1113AQASEhKQkpKC/v37m+xjCMLVajVKSkrMzmF4nIiIiIiIiOhOYldiNksMo+DGtm/fju3btzvqEhU6c+YM/v77b6SkpMDb2xtjxowx6xwoKyvDokWL8NNPPyEpKQlt27bFRx99hGHDhtVIG4mIiIiIiOjO5pAgXKlU4osvvsAjjzyCpk2bituHDRtmMcCNiopCVFSUIy4NAPjkk0/w8ssvQ6FQIDg4GFeuXMEnn3yCZ555RlyjrtVqMWnSJGzevBlt27bF448/joMHD2LkyJGIiorC4MGDHdYeIiIiIiKqHjeyi/HhxgtoH+SNucPaOOSc+SUqfPD3ebQL8sFD/VtZfVxhqRouChkU8vKrPsUk5+G7nbF4emQEWvp6OqK5AICf9iVgZOdA+DZwrXC/99afQ0puKb55tJfDrk1VU6UgXBAEaDQaLFq0CElJSbhw4YJJEO7s7CzWDjfmyPrgu3fvxksvvYTJkyfjhx9+gIeHBzIyMjB+/Hh88cUXmDRpEvr27Ytly5Zh8+bN6N+/P6KiouDs7AytVotBgwZhxowZiI+PZ91yIiIiIqLbXH6JCt/siMHEHs0dFoSXqjT4aOO/mNK7hcUgXBAEZBYocTWzCNHJebhwPQ9HEzJxPDET/7unPd6/v1u55/798BV8ue0SopPzsePVu6FUafDHkStWteuBviFwksvMtl/NLMTMZYfg6apA/GcT0djLRXzs36RctGziAXcXfWyz699UxKTki0F4XnEZrmQUoUvLRla1gRyvSkF4SkoK1Go1bty4gcmTJ2Po0KEA9CXLKlJaWlqVy5pYuHAhmjZtihUrVsDd3R0A4Ovri5deegnjx4/Hnj170LdvXyxevBgA8PXXX8PZ2RkAIJPJsGDBAgwfPhy7du3CiBEjHNYuIiIiIiJyPFcnfQjjbDT6rNXpsHJfAlJzS3EhKRd5JSrkFauQX6r/f16JCnKpFH4NXNG/jS8+mdYdTYwCV8M5bw14t529gYeXHERucRk0WkHc7qyQItDHHX3CfJGSW4LCUjU8XS0P6P1x+AqkEgkWz+gJANDoBMz47pBVz3VK75YWty/86yy0OgFv3tvZJADfevYGxi7ahceHtcEX03uKz814pP6HPfF44beT+PiBSPxvTHur2kGOZXcQXlBQgJSUFMhkMsycORPduv3X+6PVai0ec/bsWURFReHy5csAIAbNVbFs2TKo1WqzcxUUFAAAXF1dkZmZiejoaISGhqJTp04m+w0aNAhOTk6IiopiEE5EREREdJuTSSUAALnsv8BSrdFh1rLDFR5XBh0uZxTickYhnhkZYRKEi+e8+X8DAUBmgRITujfDjIFhCGrohqBG7mjs6QyJxHRfSzacuIb4tALc26M5wv31M4RdFPpAf1rfEPz6xACLxw16eyv2XUoX9zV2MCYdvxxMhJNciisZhXjmp2MoVWsxPrIZ7u4YgMiQxvh6ewym9WuF7q0aQyGXwNBSpUqDz7dGI7ChG+YObV1p+6l62B2Ee3l5YfLkyXBzczMJwAFApVJZPKZly5ZITEyEq6sr+vXrB0/Pqq+JaNu2rdk2wxp1mUyGESNGIDU1FQDQtWtXs32dnJzQrFkzJCYmVrktRERERETkeGeuZCOjQAkXhQxZhUoA+uB4/6U0qLU6FJSq8cdTA+GikIkBNQCMW7QbAT6u+PbR3tAJArQ6AUq1Fs0be5icX3ozoJbeEoS7OumD4K4tGmFMt2Cb2iwIAt5cexYAMPuucHG7TFp58G5o062Bfm5RGaZ9sx8SSODt5oTfD1+BRqtDmUaH1v4NMLJzEL5/rA86vbwRT/90DIffHm1y/DvrzyM5pwS/Pt6/3JF7qn5Vmo4+aNAgi9ubNGmCpUuXmm1v0KAB3nzzTfj6+kIqLT95gb3OnTuHrVu3YtmyZUhKSsK3336Ldu3a4eDBgwAAPz8/i8f5+PggOTm53POq1WpoNBqTbXK5nGvIiYiIiIhqwDdRMfhhT7zJtm3nkrHt3H/38MKqR8yOk0gAdxe5xQD6eEImHl16CC4KmRh8bzyVhO6vbYJSrcXbk7vA37vipGcVWX30Ks5dywUAhPt7GbXJuiD81t1KyjQYu2gXrmcV49MHu+O50e0sHtcu2AfLH+uDIe38zR4b3jEAGq0OD/QNsfJZUHVwWIkyaxknbnO05cuX45tvvgEAdO/eHcOHDwegX/sNAG5ubhaPc3Z2Rk5OTrnn3bZtGzZv3myy7Z577sGYMWMc0WwiIiIiIqrAzEFhGNs1GF5uCuQVqzDhsz0Y1TkIr47vAI1WQHGZpvKT3MJJrl8j7uokEwNeVycZmnq7olSlhatCJo6Q26qgRIXnfz1h8TFtJfmzDATB9PfUvBKoNDrMGhyGJ4a3gSAI0AkCVBodVBodGrg5AdAnbfNxd8KZq9k4czUbqbmlKFFpseHENQBA77Am2HQqCWMjm9n13Kjq7A7CdTodhFvfGVYwBMTVYfHixXjllVfw448/4r333kPv3r1x/PhxeHjop5uUlZVZPE6lUpU7hR4ARowYISadM5DLa7z/goiIiIjojtQ73Ff8+UZ2MQCgiZcz+ra2PNPVGp1bNMKu1/WDdkqVBq7Tf8WwDgH4fnZfcZ8TiVkAgG3nk5FXYh4vqDQ6qLU6eLkq8NEDkeL2Z385geScEgQ3ckfSzfYaHwMAvx26jN8OXa6wjRqtTlz73srPC/sXjsSjSw/B+aFfTPZr5OGMrOVTAQB7o9Mw47tDcHeWQy77rxPhke/0s4OLlBq4KGQoWvlghdem6mN3JPn+++8jKSnJ5uO++OILuLraP62jMoGBgXj99dfRqFEjzJ8/H19++SVeffVVABATwt0qPT0dvr6+Fh8D9CXVOPWciIiIiOj2pNXpIHPgcte84jJ4uTqJCc3OXM1BTHK+/lqCgLxiFVwUMrg4yaDR6uDXwFUMwlfsiceKvfHo0qIhpvYJwYu/nzQ5tyAAz98ylfznA4lwlkvNsqFrdQKME7Y7K2R4qF8IBkc0xcurTqFZY3c8NiTcZNTc7Wam980v3oVBEeZT0ge9vRX/JuXZ8aqQo9gdhDs5OcHf3x8vvviiVfuvXbsWBw8eFMuDVbcxY8Zg/vz5uHTpEnx8fNC8eXOcPHkSgiCYrMNITU3FtWvXzLKmExERERHR7UutFRB1PgW/HUqESqPD708OrPI541MLMOO7g/jr6FVc+nQC1Fr9qPXbkzrj+Xv05bwuJech4oUNmDk4DItn9DI7R7tgb/Rt7YsVc/piy5kbZo8rZFJ8cH83k7JhO/9NgbebExY92L3SNo7oHAQAeHf9OTRr7I55t9RKtybxm7XJ4ah62B2Ey+VypKam4vnnn7dqf0Pw68iEbIWFhWjfvj2GDh2KH374weSx7OxsABCnok+YMAFffPEF1q9fj4kTJ4r7rVy5EgDMppsTEREREdHtRanS4FBcBgDg90OX8fuhy/D1cjEbWbaWVqfDodgMrDmmXy+9PyYd567n4JGBofByVaBUpS+97OXqZPU5e4Y2wcE3RwGAxSD8zNVs3PXedrw0pgNen2jbQGCZWgudIMDZaHhcrdFBpdFCJwCergoxwJ6/4ii8LGRAj07Oh5tT9S0RpsrZHYRrtVoEBARg4cKFVu2/atUq7N27FzqdzmGBuKenJ0JDQ7Fy5UqMHTsW48aNA6Bfr/7uu+8C0CdQA4Ann3wSy5Ytw9y5c+Hn54e+ffti06ZN+OCDD8Rya0REREREdPv58O/z2H0xDQdj08XAuEuLhlg0rTsGRvjZNRX92x0xePXPU8gvUYuJ2UZ3CcJfzwyC680p3YZ14I08/5vNa0daLBM5RWUoUmoQ3MjdZPul5Hw8uHi/+LtKo8OgiKaYf/d/I93Ld8fhyZXHxN+vZRXD6aGfAQCdmvvg7IfjxMe6tWxkVooNAFLzSlGm1lbtSUDfgbFsVxzGRzaDv4/lBNhkmd1BeFlZGVJSUjBnzhybjlOpVHBxcbH3sma+++479OrVCxMmTMCoUaMQGhqKQ4cO4eTJk5gwYQKmTZsGAAgJCcHKlSsxffp09OvXD25ubigpKYFCocCvv/5arVnbiYiIiIjIfvtj0nEgJh0TujfDXe39MWvZYXRs5oMh7c3XPFurfxs/uChkeHx8WzzcvxXaPL8eTb1dxQAcAJJzSgAAAT6Oy2l1LUufqK19sLfJ9txiFXb+myL+XqbRoYmXadzUN9wXXz/SE65OMrz0u35N+Jy7WqNMo0WDW0brZw4Os7gm/GBsOmJS8qv8PIqVGryz7hxeXnUKH07thjl3tTars06W2RSE5+bmQiaTwcnJCS+++KLVNe6MCYKAoqIiaDQaeHt723z8rcLCwnDq1CksXLgQu3fvxr59+9C2bVusXLkSDz30kEkbJ0+ejC5duuCTTz5BdHQ0mjdvjpdeegkdOnSocjuIiIiIiKh6fPZgdzT2dEFjLxcxO3pVdWjmgxvf3Ae5TAqlynKJM0Ow2srvvzrfhgpR9o6In7+urx1uyHpu0Ce8Cfa+MbLCY7u0bIQuLRsBAN5Zp18TPmdoa4v7Fik1yCs2rw6l0VVxKP8mLzcn/PvJeLy86hTmrziKnw8kYtmsPujQzMfi/lqdDgdi0pGaWwp/H1f0b2PfDIb6wKYg/JNPPhHXWgP6cmO2BOI6nQ66m3XxmjRpIk4Zr6oWLVrgp59+smrf0NBQLF261CHXJSIiIiKi6tcm0LtazntrIHyrvdFpaOrtajIiXdUQdn9MGgB9+bNOzRtW8Wx6SpUGLk6mod2YT3aVu79fg4pnJut0glWj2g09nLHssT54qH8rzPn+MLq+uhEvjG6PBRM7wc35v/asO34Nz/96Alczi8RtLZp44NMHu2Nij+aVXqe+sSkIf+aZZyAIAmQyGWQyGeRyuc1BuEajgUajsWsUnYiIiIiIqCbEpuQjOjkPU/uYlg0zjIDr7BgK/zcpF/8m5cHXywXvrD+He3s0h49H1apHRd/Iw/QlB3D4rdEmGdfXPjsYfcKbmO0/8bM9uJxRWO75lCoNAuavhkYnwN/bFU0buMLfxxX+3m7w93aFv8/N/9/82cfdCf3b+OHsh2Px8cZ/8e6Gc1h99CqWzOyFuzsGYt3xa5j0xR7c0yUYq54cgPbBPvg3KRfvb7iASV/swZpnBt9xgbhNQbhxLe358+dDq7V9Qf+LL76IVq1a2XwcERERERFRTfk2KgYAMGtwuMl27c2ZvdYE4bfu8cHfFyCRANtfGYbxn+5G/7e24ruZve1qn07QT5cf8NZWFJSqcepKFnqF/RevNfRwQlNv84RplZUnc1bI8PsTA/DvjTyk5pYiLb8UqbklOHctF6l5JcgvUZvs7ySXoqkhKPd2w4TI5jiWkInhH0RhQBs/JGYU4p4uwdjw/BBxdL1XmC82PD8E4z/djRd+O4FxkcF31NT0KtUJDwwMxKxZs0y2r1q1CpcvX8Zrr71msn337t3YsWOHQ5OyERERERHRnaGkTAO5TIJ/k/Rrql0UFZfZunA9F1qdAAnKDzqLlWqUaXTYf0k/Rdz15jkT0wvw3c5YdAg2T/6mvbmmWmfF2upipebmvsCRuAz8eeQKhrTzR+cWjfDPi0Mx6J1t6P/WVgBA6wAvrDt+DU29XeHr5QJBAMo0WjTycDbLPl5QokJyTgl0goCGHs7Y8eowMQDXVtKuW4PoW0kkEozoHCTWI79VqUqDtLxSpObpg/PUmz/rt5UgMb0Q2UVKAPqEegCw5plBZtPbpVIJXhnXAX0WbsGBmHSLSeTqK7uDcKlUCkEQzEbDdTqdxe2GBAaOrBNORERERER3hp/2J2D+iqPi711aNLK43xM/HsXm00m4cTOzeUSQd7nn3H4+Bfd+vkf8fVSXIGi0Ojyy5CBUGh0+f7i72TGGxGbWJDgrVOoD3qxCJSZ+vgdanYC3J3cBALQL9sG5D8fh2V+OY+3xa4hNKTBpi8Hfzw/B2MhmJtv2RKdBJwgI8HFD1Kt3mzxHtVZnsS3vrjuHNcev4kJSLiKqsMbe1UmOlr6eaOnrKW4TBAHHE7Pww554HIzNQGGpBoMjmqJZY3f8tD8R7YMtJ2szbE/NLbW7PXVRleqEJyYmmo14G5S3nYiIiIiIyFbDOwbC39sVXVs2wqjOQXhsSLjF/cZHNsO3UTEI9fPC0Pb+WDCxU7nnHNEpEKM6B6F1gBfGdA3G4Hb+uJJRiBZNPNAuyBt3tQ8wO0at0Zn8vyKFpfogXC6TYvEjPbHxVBL6hP83ZTygoRv+fHoQUnNLcDA2A8cTM3Hmag6yC8tQVKZGSZkWg9uZjxCPi2yG2XeF4+kREWadDMVlljO9h/l74dy1XDRr7I437i3/NbFFRn4pfj14GT/siUd0ch6CG7njmZERmDEwFC19PbE3OhU/7U/Ev0m5JlPlDQyzGvwdWAKuLpAIgn3J9Z944gk0a9YMjz76qMn2P/74A1euXMErr7xisn3v3r2IiorCG2+8gcDAQPtbTEREREREVA6tTodipQZebk6V71zDBEGotQTVhmnkxiPY9hIEAY8tP4yf9idAKpFgfGQzzBwchrva+5us7dbqdAh9Zh06BPuYrAkH9NP5x3+6G//eyEX85xPvqDXhdgfhc+fOhT2HvvTSSwgJCbHnkkRERERERHQbePG3kwhq5IZpfUPQyLP8vF+G7OijuwTh1XEdxezoH/x9AZvPJN2R2dHtCsJzcnKgVCqhUCjMenLKGwkXBAFqtRoKhQJNmpinyiciIiIiIqL6Z93xa3hs+WHkFJWJ21r6emDRtDuzTrhdQfjPP/+MQ4cO2XXBTp06Yf78+XYdS0RERERERHXP9CUH8PP+REzu2Rzz726D/m387qgp6MbsSsw2atQojBs3Du7u7pDLTU+xfPlyxMXF4ZNPPjHZrtPpoFarodFYThRARERERERE9VNieiEA4N6eLe6ocmSW2BSEFxQUICMjA3K5HM7OzigtNU8lr1QqodPpkJaWZvEcWq0WGRkZcHd3h6+veYY8IiIiIiIiql/iUwsAAKF+VU8MV9fZFIRfunQJP//8MxQKBRQKRbn7SaVSfPrppxYf02g0UKvV6NOnDx544AHbWktERERERER1SkGJChkFSgBAWFOvWm5N7bMpCO/Zsyd69uxZXW0hIiIiIiKieibh5lR0Xy+X27J0XE27M1fCExERERERUY2IT7s5FZ2j4AAYhBMREREREVE1SrgZhIc15XpwgEE4ERERERERVSNxJNyPI+EAg3AiIiIiIiKqRoY14WH+DMIBBuFERERERERUjQzlyZgZXY9BOBEREREREVUL4/JkrBGuxyCciIiIiIiIqgXLk5ljEE5ERERERETVwpCUjevB/8MgnIiIiIiIiKqFYT04p6L/h0E4ERERERERVYuEdCZluxWDcCIiIiIiIqoW8Wn6NeGhDMJFDMKJiIiIiIioWohrwhmEixiEExERERERkcPll6iQyfJkZhiEExERERERkcMl3BwFZ3kyUwzCiYiIiIiIyOEMNcJZnswUg3AiIiIiIiJyOEN5Mq4HN8UgnIiIiIiIiBzOkJSN68FNMQgnIiIiIiIihxOno3Mk3ASDcCIiIiIiInI4cSScQbgJBuFERERERETkUMblyTgSbopBOBERERERETmUoTyZXwMXeLoqark1txcG4URERERERORQnIpePgbhRERERERE5FAJaUzKVh4G4URERERERORQhpFwBuHmGIQTERERERGRQ7FGePkYhBMREREREZFDsUZ4+RiEExERERERkcMYlydjYjZzDMKJiIiIiIjIYeJTWZ6sIgzCiYiIiIiIyGES0pmUrSL1IgiPj4/HpEmT4OvrC4VCgcaNG2POnDnIz8832W/y5MmQSCQW//vjjz9qqfVERERERET1R/zN8mScim6ZvLYbUFWXLl1C7969kZ+fj5CQEHTr1g0nTpzAsmXLcP78eRw8eBAymQwAcOLECYSGhmLKlClm52nXrl1NN52IiIiIiKjeSWB5sgrV+SB87ty5KCoqwvLlyzFz5kxIJBLk5eWhf//+OHr0KDZt2oTx48cjIyMD165dw1NPPYV33323tptNRERERERUL7FGeMXq9HT0S5cu4fDhw3juuecwa9YsSCQSAIC3tzfmz58PQD/6bfz/yMjI2mksERERERHRHYA1witWp0fC27Zti5KSEuh0OrPHNBoNAIhT0Y8fPw4A6NOnT801kIiIiIiI6A6SV1yGrMIyAFwTXp46PRIOAAqFAs7OzmbbN23aBADo27cvAODYsWNwcnLCSy+9hKZNm8LV1RXt27fHhx9+iLKyshptMxERUX2n1elw5ko2NFrzjnIiIqq/Em4mZWN5svLV+SDckiNHjiAqKgpt27bFsGHDIAgCjh07BpVKhTNnzmDixIl47LHHUFpaildeeQWjR4+2OJpuoFarUVpaavKfWq2uwWdERERUt3y59RK6vroJw97fgawCZW03h4iIagjXg1euTk9Ht0SpVOKxxx4DAHz55ZeQSqVIT09HZGQkOnbsiE8++QRSqb7vYdGiRRgzZgx27NiBtWvXYvLkyRbPuW3bNmzevNlk2z333IMxY8ZU75MhIiKqow7HZQAA9kanoceCzdj4wl1oH+xTy60iIqLqlpCuHwlnEF6+eheEP/fcc7h48SLmz5+PYcOGAQD8/PwQFRVltq+TkxM++ugj7NixA2vWrCk3CB8xYgSGDh1qsk0ur3cvHRERkcPEpuYDANyd5biSUYTeb/yDXx8fgHGRzWq5ZUREVJ3EpGwMwstVr6aj//LLL1iyZAkiIyPx2WefWXVM27ZtAQAJCQnl7qNQKODq6mryn0LB9Q1ERESWaHU68SZs9+vDMTiiKYqUGkz4bDfe33AegiDUcguJiKi6sEZ45epNEH7s2DHMnj0bvr6+WLdunVmytsTERIvHZWZmAtBPYyciIqKqu55VjDK1Dk5yKbqFNML2V+7G43e3gSAAr/15Gg98vR8lZZrabiYREVWD/9aEszxZeepFEB4bG4sxY8ZAp9Nh3bp1CA4ONnn8zTffRGhoKC5cuGB27MaNGwEAHTt2rJG2EhER1XdxqYb6sF6QSaVQyKVYPKMXvpvZG3KZBH8cuYIBb23FjeziWm4pERE5knF5slZ+HAkvT50Pwi9fvoxBgwYhMzMTP/zwg1iSzNioUaMAAE8//bTJiPfJkyexYMECAMDMmTNrpsFERET1nGE9eOsA0xuwOUNbY+erw9HIwxmnrmSj++ubcTQ+ozaaSERE1cBQnqyptyvLk1WgzmcXmzt3LtLS0hASEoKYmBi8/vrrJo+3bNkSM2fOxIwZM/Djjz+iVatW6NSpE/Lz83H06FHodDq88sorZonXiIiIyD6xKfqR8Nb+DcweGxjRFCfeuwfjFu3GhaRcDHpnG5bN6oOHB4TWdDOJiMjBxKRsfpyKXpE6H4Tv3bsXgH5E/L333jN7fODAgZg5cyaWL1+OyMhIfPPNN9i9ezcaNGiAMWPG4IknnmAATkRE5EDljYQbtPT1xKG3RuHhbw9gw8nrmL7kIC4k5eLDqd0gk9b5SXpERHcs1gi3Tp0PwlUqlVX7yWQyzJ8/H/Pnz6/mFhEREd3ZYlP0QXi4hZFwA09XBdY+OxgL15zBu+vPY9Hmi7h4Iw+rnhyIBm5ONdVUIiJyINYItw67m4mIiMhhipVq3MgpAQC09q/4JkwqleCd+7rij6cGwtVJhq1nk9FzwWbE30zsRkREdQtrhFuHQTgRERE5jCEzeiMPZzTydLHqmCm9W+LAwpEIauiG2JQC9FiwGVHnU6qzmUREVvnndBJGfLADJxOzarspdUICy5NZhUE4EREROcx/68HLn4puSbeQxjjx3j3oHdYEecUqjPwoCl9ti4YgCNXRTCKiCgmCgI82XsCYRbuw/XwKvtwWXdtNuu0ZlyfjSHjFGIQTERGRw/yXGd32G7Cm3m7Ys2AEpg9oBa1OwNM/Hcdjyw+jTK11dDOJiMpVqtLgwW8O4OVVp2DoBzyakFm7jaoD4o3Kk3m4sDxZRRiEExERkcPYOxJu4KyQ4ce5/fDpg90hlUjww5543PXedmTklzqymUREFiXnFGPg29vw+6HLkEkl+OD+rgD09a8zC5S13LrbWwIzo1uNQTgRERE5TGyq/SPhBhKJBM+Nbod/XrwLDdwUOBSbge6vb8bZq9mOaiYRkZnjCZno/tpmnEjMQkMPZ0S9ejdeHtcRbW52Kh7jaHiFWCPcegzCiYiIyCEEQUBcFUfCjY3oHIRj79yDsKZeuJ5VjL5vbsXaY1erfF4iolv9djARA97eitS8UrQL8saJd+/B4Hb+AIDeYU0AAEfiGYRXhDXCrccgnIiIiBwiNbcURUoNZFIJWjloJKR1QAMce2c07u4YgJIyDSZ9sRdvrjkDnY4J24io6rQ6HV5edRIPfnMAZWodxnQNxuG3RiHE6Dusd5gvAOAog/AKiTXCqzAT6k7BIJyIiIgcwrAevKWvB5zkMoed18fDGf+8OBTPjooAALy19hzu+3IvipVqh12DiO48BSUqjFu0Gx9t/BcA8Or4jtjw/BB4uTmZ7Nfr5kj48cRMaHW6Gm9nXRGfyuno1mIQTkRERA4Rm3JzKrp/1aei30ouk+Kzh3pgxZy+cJJLsfb4NfR9cwuuZRY5/FpEVP8lpBWg1xv/4J8zN+CikOH3JwbgvSldIZVKzPaNCGoAT1cFipQa/JuUV/ONrQNyi8qQXcTyZNZiEE5EREQO8V9SNscH4QYzBoVhz4IR8PVywblruej++mYcjEmvtusRUf2z698U9Hh9My4l5yPAxw37F47E1L4h5e4vk0rRs1VjAJySXh7DVHR/liezCoNwIiIicgjDdPTwal4P2CfcFyfeuwedmzdEZoESQ97dju93x1XrNYmo7hMEAYu3X8LwD6KQW6xCz9DGOPnePeh+M8CuSC8xOVtGdTezThIzo3MU3Cry2m4AERER1Q+xKTdHwgOq/yasWWMPHHxzJGZ8dwh/HbuKx5YfxoWkXHxwfze4Ode/25urmYVIyS1F77AmkEjMp8sSGWh1OuyLThenBtcEqUSfvCygoVuNXdNWKo0WT648hmW79B12D/VvhWWzesPFybrvC0NyNmZIt4w1wm1T//5KERERUY0rU2tx9eb67Oqcjm7M3UWBP58eiA7rffDGX2fw1bZL+PlAIh4ZEIq5Q1s7pExabdLqdNhyJhlLdsZg27lkCAIw565wfPVIT4cmvqP6IS2vBN/vjsey3XFIyi6u8evLpBKMi2yG+cNaY0g7/9uqsyizQIlJn+/B/ph0SCTAR1Mj8cI97WxqY89Q/Wh5XGoBsguVaOTpUl3NrZNYI9w2DMKJiIioyhLSCqATBHi6KtDU27XGriuRSLBgYid0CPbGc7+ewJWMInyxNRpfbI3GkHb+mDesNcZ1awaFvO6swEvPK8UPe+OxbFcsrmX9F0xJJMDSXXGIScnHmmcGo7EXg4A7nSAI2HcpDUuiYrHuxDVotPrSfY08nNE+2LvG2lFQqsaZqzlYd/wa1h2/hnB/L8wd2hqPDAiFj4dzjbXDkvPXcjDu0924mlkEL1cFVj05EKO6BNl8nkaeLgj390JcagGOJWTZdY76TKwRzvJkVmEQTkRERFX2X1I2r1oZARvfvTnGdmuGHeeT8W1ULP45cwO7L6Zi98VU+Hu74rEh4XhsSDiCGrnXeNusIQgCDsSk49uoGKw7fh1qrb4MUkMPZ8wYGIo5d7VGXGo+pi7ej32X0tH99c34+/kh6Ni8YS23nGpDfokKP+9PxJKdMbiUnC9u7xPui3lDW2NSz+ZWT7N2lH+TcvHdzlj8fCARcakFeO6XE3j1j9O4v09LzB/Wxqp11462/sQ1PPTNARSXaRDa1BMbX7gLbQO97T5f77AmiEstwNGETAbht0hIu1kjnNPRrSIRBEGo7UYQERFR3fbBhvN49c/TmNY3BL8+MaC2m4PrWUVYtisO3++JQ3q+EoB+uuyYrsGYN6w1hrYPsFiKqKbll6jwy4FEfLczFhdv5Inbe4Y2xvxhbTC5Vwu4GgVTl5LzMOaTXUhML4S7sxy/Pt4f47s3r4WWU204fSUbS6Ji8PvhKygp0wAA3J3leLBfCOYNa4NOt0GnTJFSjd8OXsaSnTE4dy1X3N6tZSPMG9YaU/uEVHveBkEQ8N7681jw1xkAwND2/vjz6UFoWMVR+e+iYjBvxVEMbe+PqNeGO6Kp9UJuURkaPrYKAFD44zRmR7cCg3AiIiKqskeWHMBP+xPx9uQuWDCxU203R6TSaLH+xHUsiYrBvkv/lTILbeqJuXe1xiMDQ2tlbefZq9lYsjMWvx28jOKbwZSbsxzT+oZg3tDW6NKyUbnH5hSV4b4v92LXv6kAgHcmd8FrEzreVmtwyXFKVRqsPnIVS3bG4FhClri9XZA35g9rgwf7hcDLzakWW2iZIAg4Gp+Jb6NisProVag0+tkdDdwUYt6GNlUYlS5PSZkGM747iNVHrwIAnhrRFp8+2B1yWdWXpJy7loPOL2+Ep6sCud9PhUxad5a5VKcTiVno8fpm+Hu7ImXJlNpuTp3AIJyIiIiqrM8b/+BIfCb+fGog7uvdsrabY9FFo+myBaVqAICzQor7e7fEvGFt0KNV42oNZJUqDf46dg3fRsWY1BpuG9gA84e1wUP9W6GBlcGUWqPD87+ewNfbLwEApvRugRVz+tXLzPB3qvjUAny3MxYr9ycg52amc4VMikk9m2PesDbo19q3znS8ZBUo8eO+BHy3MxaXMwrF7YMjmmLesDYYH+mYvA1J2cUYt2gXzlzNgUImxbeP9sKsIeFVPq+BRquD98zfUVymwYWPx6F9sI/Dzl2X/X7oMqYt3o8Bbfywb+HI2m5OncAgnIiIiKqs0WOrkFNUhrMfjr0tpsRWpEipxqpDV/BtVAzOXssRt3dp0RDzhrbBA31bwt2B0ykT0/XB1I97E8SyUXKZBPf2aI55Q9tgQFs/u4Op5bvi8PiPR6HW6tC1ZSNseH4Igm/Tde9UOY1Wh02nk7AkKhZRF1LE7c0bu2POXa3x6KAw+NVg4kNH0+kE7DifjCU7Y7H59A3oboYh/t6umDUkHLOrkLfhSFwGJny2G+n5SjTxcsHaZwejfxs/RzYfADDknW3YE52GZbP64LG7HBfg12VvrTmLN9eexaODwvDDnL613Zw6gUE4ERERVUlWgRJN5vwBAChe+WCdGY0VBAHHEjKxJCoWfx69gjK1frqsl6sC0weEYt6w1nYncdJodfjnzA0siYrB9vP/BVPNGrtj9pBwzBwchqbejqmpfCAmHRM/242swjL4NXDB+ueGoHe4r0POTTUjJacE3++Jw7LdcUjOKQGgz4Y/qnMQ5g1tjRGdA+vd1GdLeRukEgnGdAvC/GFtbMrbsHJfPOZ8fwQqjQ4dm/lg4wt3oXkTj2pp92t/nsb7G84z4DTy0Df78evBy/jg/q54eVzH2m5OncAgnIiIiKrkUGw6+r25Fc0au+Pa15Nruzl2yS5UYuW+BCzZGYvE9P+myw5s64f5w9pgfPdmVtXmTs0twfd79OXFbhgFU8M7BmL+sDYY1aV6gqmrmYUYt2g3zl/PhZNcimWz+mD6wFCHX4ccRxAE7L6YiiVRsdhw8jq0Ov0teRMvF8wcFIbZd4WjpW/9r7ms0mix4cR1LNkZi73RaeL2Vn6emDu0NWZUkLdBo9Xhxd9P4vMt0QCAiT2a46d5/ao1MdimU0kYu2gX2gY2QPSiCdV2nbqk14LNOJaQhb+eGYRJPVvUdnPqBAbhREREVCUr9sRj5rJDGNYhADtevbu2m1MlOp2Anf+mYElULDaeShKny/o1cMGsweGYfVc4mjU2HWETBAF7o/W1mtef/K9Wc2NPZzw6KAxz7mqNEL/qD6aKlGo8/O0BrD9xHQDw3Kh2+Hhat3o3glrX5RaV4af9CfhuVyxiUwrE7f1a+2L+sDaY2KM5nBWVd/jUR9E38vDdzlj8tD/BJG/Dfb1aYv6w1ugZ2kRcupFXXIb7v9onzjRZeG8nvDGxc7VXPcgsUML35syfnOVTa70O+u2gLi1Hul0wCCciIqIqeen3k/h40794/O42WDyjV203x2GSsouxfHcclu+OQ1peKQD9dNl7uuqnCPcIbYJfD+rLi90utZp1OgFvrT2Lt9edAwCM6BSIVU8OgLc7A4XadjIxC0t2xmLV4csoVWkBAB4ucjzcX58pvEMzJvkyKFaq8fuhK1iyMwZnrv6Xt6Fz84aYN6w1uoc0xtTF+xCbUgBXJxl+mtcfk3u1qLH2hT6zFonphdj28jAM7xRYY9e9HeUUlaHRzfJkRT9Oc2g+jfqMQTgRERFVyfhPd+Hvk0n4anpPPDmibW03x+HUGh02nNSXOdtjNF1WIgEMd1HuznI81L8V5g1tjY63wUjQX0evYvqSAyhVadE6wAsbX7gL4f4NartZdySlSoPhH0Rhf8x/JfI6NvPBvKGtMa1fK3i6MmgpjyAIOJ6YhSVRMfjzyFUo1VqTx4MbuePv54dUWNKvOhjWQC+8txPenNSlRq99uzmekImeC/5heTIb1Y3MKURERHTbMkypbR3gVcstqR4KuRSTe7XA5F4tEJOcJ5aNyi9Ro32wN+YNvf1qNU/u1QKhfp4Y9+luxKYUoMfrm7H66UG4u+OdPWpXG/ZGp2F/TDoUMinu69UC8+9ug95hTepMebHaJJFI0DO0CXqGNsGnD3bHyn36afwJaYXoE+6Ldc8OrpVs8b3DfPHrwcsmpQbvVPFp+u//sKb18/u/ujAIJyIiIrtptDoxkVnrO2CktU2gN76Y3hPv398NaXmlaOnrcdsGU11aNsKJd+/BxM/34HBcBkZ+uBOfPhiJp0dG3LZtro8MI+DT+oXgx7n9ark1dVcjTxc8f097PDuqHWJS8hHu7wW5rHbyHfQKawIAOJqQCZ1OqPZ16LezhDT993+YP4NwWzBTBxEREdntSkYR1FodXJ1kd1R9ajdnOUL8PG/7YNbP2xW7Xx+OGQNDoRMEPPvLCcxadhhlt0zrpepjCMIHVEPN6juRVCpBRJB3rQXggH45gauTDPklasSk5Fd+QD1mGAkPrYHkk/UJg3AiIiKyW2yq/gY0rKnXHT0adDtzVsjww5y++Pyh7pBKJFixNx5D3t2O9JvJ5qj6lKo0OJ6QBQAY0JZBeH0hl0nRPaQxANzxU9IT0jkd3R4MwomIiMhucak314PfAVPR6zKJRIJnRrXDlpeGooGbAofjMtD99c04cyW7tptWrx2Nz4Raq0NgQzeE3AE1v+8kvcP1U9KPxGfUcktqV/zN6eihDMJtwiCciIiI7GYYCa+vSdnqm+GdAnH83XsQ7u+FpOxi9HtrK/46erW2m1Vv7b/031T0233pAtmmd5gvAP268DtVTlEZcorKAHA6uq0YhBMREZHdYm+uh+RIeN0R7t8Ax94ZjeEdA1BSpsF9X+7Fwr/OQKdj1VpH43rw+qtXqH4k/OKNPOSXqGq5NbUj4eZ68AAfN9YHtxGDcCIiIrJbrGE6egCD8LrE290Zm18ciudGtQMAvL3uHCZ/uRdFSnUtt6z+UGm04lTlgRFNa7k15Gh+3q5o6esBQYC47v9Ow6Rs9mMQTkRERHYpKFEh7WZyr3CWp6lz5DIpPn2oO36c2xdOcinWHb+Gvgu34GpmYW03rV44eTkbpSotGns6ow07qeolw2j4nTolXawRzu9/mzEIJyIiIrsYRsH9GriggZtTLbeG7PXIwDDsWTACfg1ccP56Lrq/thkHbk6jJvvtv5QGABjQtinXg9dThnXhd2pyNrFGOJOy2YxBOBEREdmF68Hrjz7hvjjx3hh0bdkIWYVluOvd7fh+d1xtN6tO43rw+q932M2R8PjMOzKnAqej249BOBEREdnlv8zoDMLrg+BG7jiwcCTu69UCaq0Os78/jItJubXdrDpJo9XhYOzN9eCsD15vdWzuAxeFDLnFKjEgvZMkpNs3Ei4Id16Hxa0YhBMREZFdYlMMNcI5FbG+cHOW44+nBmJYhwAIArD+xPXablKddO5aDgpL1WjgpkCHZj613RyqJk5yGSJDGgG486akG5cna3XLSHheXh4yMzNRUFAAlUolBt2FhYU4fvw4Vq1aBaVSWeNtvp3Ia7sBREREVDdxJLx+kkgkuK9XC0RdSMGm00l4fWKn2m5SnWOYit6vtR9kUo551We9wprgYGwGjsZn4pGBYbXdnBoTX055MkEQsH79eqjV/1VaMOREMB4BT0hIQPv27WuotbcfBuFERERkM51OEG/CuCa8/hndJQgAcDwxC6m5JfD3cavlFtUt+y9xPfidQp+c7SKOxN9ZGdINNcLDmpqOgkskEkydOhVZWVmIiYnBtWvXoNVqxcd9fHwQGRmJ5s2b12h7bzcMwomIiMhmSdnFKFVpoZBJ0dLXo7abQw7m7+OGHq0a43hiFjafvoHH7gqv7SbVGTqdII6Esz747aW0tBSurq4OPaehTNm/SXkoLFXD01VRyRH1g5iUzWg9uCAISE1NxalTp5Cammp2TO/evdGhQ4caa+PtrF7Mj4mPj8ekSZPg6+sLhUKBxo0bY86cOcjPzzfZr6ysDO+99x7Cw8Ph6uqKrl27IioqqpZaTUREVHfF3SxP1srPE3JZvbidoFuM7RYMANh4muvCbRGdnIecojK4OcvRtUUju8+TnJyMK1euWL2/Wq2GTqercB9BEKBWq02mCluSnp6OqKgolJSUAAB0Oh1WrlyJU6dOWd0eS06fPo133nmn3PXAWq0WZWVlVj0PjUYDlUpl8fGVK1di2bJlJtt0Oh1eeeUVbN++3b7GlyOgoRuaNXaHThBwIjHLoee+ncUblSdTqVQ4e/Ysfv31V2zevFkMwD08PNCqVSsAQK9evRiAG6nzI+GXLl1C7969kZ+fj5CQEHTr1g0nTpzAsmXLcP78eRw8eBAymQxarRaTJk3C5s2b0bZtWzz++OM4ePAgRo4ciaioKAwePLi2nwoREVGd8d96cCZlq6/GdmuG11efwc4LqShWqk3WfVL5DFPR+4Q1gUJufwfV6tWrkZOTg3feeceq/RcvXoyYmBir9u3duzceeeQR8feLFy/i7NmzyMnJwY0bN6BUKtG0aVM0bNgQ3bp1w9mzZ3Hs2DEMHDiw3HNqNBoIggCFQv8+MQTKgiDAyclJ3C81NRXOzs4Wz3Ht2jV89NFHVj0HAIiMjMRjjz1mtl2r1UKj0Zhsu379OpRKJbp37271+a3VO6wJrmcV40h8Boa093f4+W9HCWkFCHLXwrckAT/9dFRc7y2RSBAUFIRu3bpBqVRi+/btiIiIYAB+izofhM+dOxdFRUVYvnw5Zs6cCYlEgry8PPTv3x9Hjx7Fpk2bMH78eCxbtgybN29G//79ERUVBWdnZ2i1WgwaNAgzZsxAfHy8+KVBREREFWON8PqvfbA3WjTxwNXMIuz8NxXjIpvVdpPqhH2X0gAAA9pWbSq6XC6Hp6f19ZdnzJgBQRAgNUoE98svv8DJyQlTpkwRt6nVapOgGAC8vb3h7OyMnj17QqlUolOnTrj77rsB6EeQt2/fDp1Ohw8//NDkuBdffFEc6dy5cyfWr19v1q5hw4Zh0qRJAACpVApnZ2cxUdetgoOD8d5770Eul5vss2jRIkRERGDUqFEmz6O8e3eZTAaZTGay7dy5c2jcuDGuXLliNsMgKCgIfn72r9/vHeaLP49cxdGE+r8uXKPRIC4uDuN9U9GomQB1gf45u7i4oEOHDoiIiBA7Wf78808EBwejT58+5f6b36nqdBB+6dIlHD58GM899xxmzZolbvf29sb8+fMxf/58nDhxAuPHj8fixYsBAF9//bX4xpDJZFiwYAGGDx+OXbt2YcSIEbXyPIiIiOqa2FQmZavvJBIJxnYLxlfbLmHT6SQG4VYQBKP14FWsD24pkKyIt7e32TaFQgEnJyc0aFDx5zQwMFAMlE+ePGny2NatW5GXl4cvv/wSLi4uAIBNmzYhLi5ODMABoH///oiMjDQJjA0JuRITE6FQKJCVlQVBEJCUlCTu4+XlJbbPsE9MTAzGjx8v7iORSODs7Czul5OTg88//xyzZs0yeW5lZWVm19fpdFAoFDh16hQkEgm2bdtm8vxu3LiByZMnVykI7xWmXxd+ND4TgiDUy4CzoKAAp0+fRkJCAnQ6HRq5AIIA+Pr5okf37ggICDB73qNHj4abm5tJxxDp1ekgvG3btigpKbG4bsQwBUUmkyEzMxPR0dEIDQ1Fp06mZTYGDRoEJycnREVFMQgnIiKyEqej3xnGdL0ZhJ9Kgk4nQCqtf8GFIyWkFSItrxROcil6tGpcLdfQarVITEzE2bNn0axZM/Tq1avK51QqlSZBvyAIUKlUuH79OjZt2oQZM2bg22+/xYQJE+Dp6Yl9+/bhySefNDmHu7s73N3dzc6dkZGBjz/+2GTbu+++K/48YcIEk3vwtLQ0bN26FSEhIejYsaPF9v7zzz8oLCw063j48MMPkZKSIv4+f/58dOrUCYMGDUJ2djY++ugjeHiYJpJ87rnnqjwbtkuLhnBWSJFVWIaEtEKE+deP70WdToerV6/i9OnTyMnJEbdLZXJsu6LDhQIPxM4ZX+7xt77W9J86HYQDKPdDs2nTJgBA3759xeQAXbt2NdvPyckJzZo1Q2JiYvU1koiIqB4pKdPgelYxACCcI+H12oC2fvByVSCjQInjiZnoFeZb2026re2P0U9F7xnaBC5OjrnNViqVuHz5MhISEpCQkICrV6+irKwMvr6+4ihwVlYWJBKJ2YijSqWCRCJBbm6uyXZDgjbD6O/HH3+M7OxsSKVSlJaWIjo6Gv/88w969+6NBQsWIDAwELm5ufjiiy/QoEEDTJgwwaTElFarhSAIkMlkJqOhOp0Onp6eWLRoERQKBc6cOYP169fj7bffBgB88sknZoH7oEGDcP78efz888946623zB5PSkrC4cOHMX78ePj4+Jg8Zlgf/vfff0OlUmHSpEmQy+X47bff0K1bNyQkJKBRo0YIDg42aXtVg3AnuQxdWzTCkfhMHE3IrPNBeElJCc6dO4eYmBiTJH4NGzZE165dceiGFmt3HsLAtvz+t1edD8ItOXLkCKKiotC2bVsMGzYMhw8fBoByp5n4+PggOTm53POp1Wqz5A5yuZxryImI6I5kKE3j4+6Exp6WEyxR/eAkl2Fk50D8eeQqNp5KYhBeiX2Xqj4VPTs7G0lJScjMzERGRgaeffZZ6HQ6+Pn5ITw8HP369UPr1q1NpmF/9dVXSE9PL/eclrKaS6VSLFmyBADwxhtvANBP83711VcxduxYcU24VqtFQkICsrOzIQgCxo8fbzawdezYMfz000/lXv/jjz+Gi4sLtFot3NzcxGntKpVK/NnYlClT8Oabb2LdunV46KGHxO1arRY//fQTAgICMHToULPjAgICAACurq6QSqUIDAzE5cuXERcXhzfeeAPbt29HfHw8FixYIJYq02g0kMurHhL1DvPFkfhMHInLwEP9W1V+wG1GEASkpKTg1KlTSEtLE7dLpVKEhoaiS5cu4nvu59NnAOgzo5N96l0QrlQqxV6wL7/8ElKpVJxa4+bmZvEYZ2dnkykWt9q2bRs2b95ssu2ee+7BmDFjHNRqIiKiukNMyhbQoF6ufSRTY7s1E4Pw9+/vVtvNqTKNRoPc3FxIJBJ4e3s7JAAz2G9IytbG+qRsaWlpOHDgAJKSkpCUlISSkhJIJBLI5XI0aNAA48ePNwu6b/Xiiy+ajUKXlZXh1VdfhUQiwZtvvmkyNdgwEn6rPXv2QBAExMXFIT09HWFhYfjll1/g4eGB/v37w8fHB4cPHzYLwrt164b27dtDJpNhyZIl8PX1xaRJk6DT6aBWq8UEc0VFRSYj20ql0ixJHKAfOBs5cqTZdPTS0lLI5XI88MADVq+XDwkJwcKFC+Hv74+pU6finXfewZYtW3DvvfcCsH4kPD09vcLSbpH+UrT10eHGjRu4ceOGVW27XeTl5SE6Ohp5eXniNk9PT3Tq1Anh4eFmnxFDebJQBuF2q3dB+HPPPYeLFy9i/vz5GDZsGID/1iOUlZVZPEalUpVbZxAARowYYdbb5sgvbCIiorrkv6RsvAG7E4zsFAiZVIKLN/JwOb0QIX7WZ+yuTTqdDgUFBcjJyTH5r6CgQNxHIpGgQYMGaNiwocl/np6eNncwXcsswrWsYsikEvQOb2L1cXK5HAcOHEBoaCiGDh2KkJAQtGzZEitWrEBpaSl69OhR6Tksrb09e/YspFIp3N3dcejQIYwbN87kccNIsEF2djb279+P5s2bw8vLC+fPn4ebmxtefPFFBAcHY+fOnUhLS0NaWhrmzJkDQB+offzxx3B2doazszOKiopw+fJlTJo0Ca6urrh8+bJJ8rasrCyTKeRlZWViEJ6Tk4OioiIoFApIJBLxeaelpUGr1aK4uBhFRUViabW0tDRxtmpgYKDFYN7A319fNszFxQWPPvoofHx8cPr0aXTu3NmkrFpFDh48iOzs7Ar3eaYzAORiy5YtlZ7vdiSTyRAUFISuXbuiSZPy38OG2VAcCbdfvYokf/nlFyxZsgSRkZH47LPPxO1BQUEAgMuXL1s8Lj09Hb6+5U+vUigUnHpORER0E8uT3Vl8PJwxoI0f9kSnYdPpJDw9MqK2m2RCEASUlpaaBdu5ublidu5bubi4QBAElJWVIS8vD3l5eSb3iXK5HD4+PmJQ3qhRIzRs2NDi1GmDAzezondr2QgeNtRUb9y4MT777DOHDvAIgoAdO3agc+fOCAkJwcaNGzFw4ECLGdQB/Wjw8uXL0blzZ5SWlqJRo0Z47LHHEB0djaCgIGzevBl79+7Fa6+9hmbN9Fnyf/jhBzg5OZmsQz969CgCAwPRokULxMbG4quvvsKbb74pBnQ3btxA+/btxTaqVCoxeN63bx927txp8Z5bqVTi6NGjJtPqBUEQ64G/+eabaNrUutkHjRs3xpIlS6BSqcS2WPPaN2jQQKyFXZ5LyXlQaQW08vWEh0vdCbMUCgVCQ0MRFhZWYWeGQcLNIDy0jnTI3Y7qzrujEseOHcPs2bPh6+uLdevWiWXIAP2a7+bNm+PkyZNmZQNSU1Nx7do1s6zpREREZNl/mdEZhN8pxnQLxp7oNGw8VbtBuFqtRm5urlnArVQqLe4vk8nQsGFDk4C6YcOGcHNzgyAIKCkpsRi8azQaZGZmIjPTtO6zq6ur2ai5j48P5HK5WB98oB31wR09w3Lnzp1ISUnBI488goCAAOzZswfff/89nnvuOYvlor7//nvcuHEDs2bNwurVqwEA4eHhCAsLw9dff43r169j1qxZOHnyJPz9/ZGdnY3Tp0/jtddeE8+h0WiwZ88eTJgwAQDQunVrhISEYMOGDXjsscegVquRnJwslh4rKyuDIAjiPfuECRPEY2/11ltvoUOHDpg4caJNr8Ply5eRlZUljqpHR0fjxx9/hK+vL55++mmxk8aawTZLa9BvNfmLPVhz4ho+uD8CL4+znNm9rssuVCK3WD+DmNPR7VcvgvDY2FiMGTMGOp0O69atM8l4aDBhwgR88cUXWL9+vckHeOXKlQCs+2ARERHd6QRB4HT0O9DYbsF47pcT2HcpDblFZfDxqN6EfNZMJb9VgwYNzEavPT09y61RLJFIxLJaxveOOp0O+fn5ZtcuLCxEaWkpkpOTTRL6SiQSeHl5waugFKNbaNG9qYD8/Hx4eXlVa86EkpISi/mOzp49i/Xr12PAgAHiqPX06dOxaNEi/PHHH5g6dapZu4YMGYLw8HA0bmxaVk0ikeCBBx6AVCqFm5sb1q5di8zMTOTm5qJPnz5iIjQA2LBhA4qKiqBWq7FlyxZkZGQgJycH8fHxGDVqFJKSkuDs7IywsDAA/y0TtWbk1VpqtRqXL19GcnIybty4gTNnzmDo0KHo2LEj1qxZgwMHDmDw4MGYPHkyZDIZCgv1a5sd1QnSO8wXa45dw5H4zMp3rqMS0vWvWWBDN7g514tQslbU+Vfu8uXLGDRoEDIzM/HLL7+gb9++Fvd78sknsWzZMsydOxd+fn7o27cvNm3ahA8++ABeXl6YPHlyDbeciIio7knPL0VhqRpSiYSjIHeQVn5eiAj0RnRyHradS8bUviEOO7cgCMjIyEB6ejpycnKQnZ2NvLy8cqeSVzQa7QhSqRQ+Pj7w8fExWc9sPAqfnZ0tBudlZWXIz89Hay+gtReQm3gGfyaeMZnSHhAQIAaftihv+rNKpcIbb7yBsWPHYsCAAQD0nQc7duzA33//jbCwMJN721atWuGhhx7Czz//jJycHDz44IMmU9PDwsLKbZ9xYD5p0iR88cUXaNGiBe677z5xu1arxZkzZ6BSqbB9+3b4+/sjICAA7dq1w6ZNm3Du3DkcPHgQ/fv3FxOqGWYvOCoILyoqwksvvQSNRoPGjRtj9OjR6NWrFxo3boxr167h8OHDmDZtmvh6GdoNWDcSbo3eYfpp90fjM81m39YX8amciu4IdT4Inzt3LtLS0hASEoKYmBi8/vrrJo+3bNkSM2fOREhICFauXInp06ejX79+cHNzQ0lJCRQKBX799Ver15EQERHdyWJT9DdgLZp4wFlhXXZiqh/GdgtGdHIeNp5KckgQnpOTg4SEBCQmJoojksZuXZdt+O/WhGI1RaFQwNfX1ySPkGE9+oZD0fgx6hw6+CnQr6WH2ZT2rKwsm4NwZ2dnXL58GVeuXDF7zidPnkRhYaEY0F66dAnr16/HtWvXMHDgQEyZMsUse3ifPn3QoEEDrFixAq+//jp69uyJfv36oWXLlib7abVa6HQ6APqOh+zsbKSkpCA6OhrHjh1Dp06d8Oijj5oErjKZDM888ww8PT3N1s1HRETg119/hUQiwfDhw8XtV65cgUQiserfU6fTVboe28PDAwMGDEDbtm3RoUMHkwC4efPmeOONN8zu9w3LDRzVEdClRUMoZFJkFChxJaOoziQxtAWTsjlGnQ/C9+7dC0A/Iv7ee++ZPT5w4EDMnDkTADB58mR06dIFn3zyCaKjo9G8eXO89NJL6NChQ002mYiIqM76bz04b8DuNGO7BePDjRew9dwNqDU6KOSWp3lXpKioCAkJCUhISDApDyuXyxEUFCQmQGvYsGG1T+d2BIlEAjc3Nxy+ocHOJBki2rXGxIk9zabTV1Taqjz9+/dHbGwsPvzwQ7PH5HI52rZtix49euDEiRP4/vvv4evri7lz56JLly7lnrNdu3ZYsGABtmzZglOnTomVhIxpNBqxvStXrsTJkyehUCgQERGBOXPmiMnMbmUpm7ZOp8Mff/yBCxcu4IUXXoCLiwvOnj2LX375BUVFRejUqZNJHqfyaDSacmdGGJsyZUq5jxkH4H/++SeuX7+O1NRUuLi4wMvLMd9nLk5ydG3ZEMcSsnAkPqNeBuGG6egMwqumzgfhFZUWsyQ0NBRLly6tptYQERHVb4aRcGZGv/P0CG0MXy8XZBQocSAmHUPa+1t1nFKpxOXLl5GQkIC0tDRxu1QqRXBwMEJDQ9G8efM6Xf51/yV9ZvQBbfwA6J+bt7c3vL29ERJi36yB8PBwfPzxx5Xu1717d7i7u6N169ZW1c729vbGAw88gMmTJ/+/vfsOi+pM2wB+T6P3KkhTUcEC2HvviiaamMSUzaY30zdto6b6JdlN35TNpm42ibHF3kuiUbErdgGld+l92vv9ATOKgCIMc6bcv+uaa7PnnJnzAMeZec77vM/bbBn2s88+a/zv2267DYMHD0Z0dHSbRovlcjmGDBmCfv36ISIiAkD9jYDJkycjIiICkZGRrXodrVYLrVZ7w+dviaurKwoKChAeHo5JkyaZ9NobGumPAymXsD+5EHeN7Hb9J1gZw0g4pyO1j/W+2xEREZHZGUfC2ZTN7ijkcsT3D8V3fyRj7ZGMaybhGo0G6enpSElJQWZmZqNS4qCgIERGRqJLly7XXPLLWhRX1uFkZgkAYFRDEm5uvXrdeMf61syD9vT0bPcKQlePnKtUqkZl6a3x3nvvtSuGq8XHxyM+Pt6kr2kwrEcAPtl81iabswkhWI5uIkzCiYiIqNUMSXgPjoTbpZn9Q+qT8KOZ+OgvgxuVi+v1emRlZSElJQVpaWmNRi59fX0RGRmJbt26wc3NTYrQO4xhffDozp4I8JRmvjpZDkNztsSMYlTXaW2qg3hxZR1KG5Yn62aDpfbmZDtXBREREXUotVaH1IJKAJwTbq8m9Q2Go0qO1IJKnM4qRe8QL+Tn5xsbrBmWnQIAd3d3REZGIjIyEt7e3hJG3bGuLkUn+xbq64ogL2fkltbgSGqRZNURHcEwCs7lydqPvz0iIiJqlQv5FdDpBdyclAj2bro+Mdk+VycVJvYJxrGkDGzftRcn5OWorKw07nd2dkbXrl0RGRmJgIAAi2+sZgq7z9XPcx8dzZV2qL5Z37AeAfjtYDoSkgpsKglPyWNTNlNhEk5EREStcj7ncim6PSRX1FhFRQVSUlIwKyAfs7y0QHUOKlE/x7dLly6IjIxEcHAw5PIb75purSpqNDiaWt/lnSPhZDA00h+/HUzH/hTbmhdubMrGUvR2YxJORERErXI+19AZnaMg9qKmpsbY2Tw/P9+4XaMHThfJ8OCskYiJ7m7Vnc3bY+/5fOiFQNcAd4T4ukodDlkIw7zwhORCCCFs5qYlm7KZjn2+YxIREdENM4yEc3ky25eTk4PExERkZWU16mweHByMyMhIPPhzEvamFGPAcAX622kCDgC7G5qyjY7mKDhdNqCrL5QKGfJKa5B+qRIR/rYxcmxcI5w3YtvNft81iYiI6IYkNYyCsCmbbUtPT8fWrVuNybefn5+xs7mra/1o75R+ddibUoy1RzLxwLgeUoYrKWMSzlJ0uoKzgxJx4T44fLEI+5MLbSIJv3J5sshAfga0l/1M2iEiIqJ24Ui47cvJycH27dshhECXLl1w2223Yc6cOYiJiTEm4AAwa0AoAGDbyRxU12lbejmbVqPW4mDKJQAcCaemhnUPAACbWS+8qILLk5kSk3AiIiK6ruLKOlyqqF9+qgdLEW1Sfn4+Nm/eDJ1Oh/DwcEyYMAFeXl7NHhsT5o0wP1fUqHXYcSrXvIFaiP3JhdDo9Ojs44KuAUxKqLGhDfPC99tIEp6Sz+XJTIlJOBEREV2XYRQ8xMcFrk4qiaMhUysqKsKmTZug1WrRuXNnTJgw4ZpdzmUyGWb1rx8NX3skw1xhWpQr1we3lcZbZDqG5mzH0opRq7b+apFkLk9mUkzCiYiI6LrO5zaUogezFN3WlJaWYuPGjVCr1QgMDMTkyZNb1e181oAwAMD6Y1nQ68V1jrY9nA9O1xLh74ZATydodHocSS2SOpx2S2FndJNiEk5ERETXdT7HsDwZk3BbUlFRgQ0bNqCmpga+vr6YOnUqVKrWVTqM6RUId2cV8kprcPjipQ6O1LKotTokJBcAAEZHd5I4GrJEMpnMpkrSuUa4aTEJJ6uz6lA6Ip9ZiWd/PAiNVi91OCYlhMAH60+hy1Mr8MmmM42WhSEikpJhJJzzwW1HdXU1NmzYgKqqKnh5eWH69OlwdHRs9fMdlApMjekMAFh7JLOjwrRIhy8WoUatg5+7I6I788YUNc+WmrMZ1wjnZ4BJMAknqyGEwNu/JWLOh7/jQn4FPt50BpPf2YpL5bVSh2YStWot7v1yD/7282GkFVbimR8P4sH/7EOdRid1aEREV4yE8wuYLaitrcWGDRtQXl4Od3d3TJ8+Hc7Ozjf8OoYu6faWhO8+mwegfhSc88GpJUMjG0bCU6w7Cb9yeTKWo5sGk3CyCtV1Wtz+yS4sXH4MADB3SATcnJT440weBi9cj1OZJRJH2D65JdUY8+Zm/O/PC1DIZbhrRFfIZTJ890cyxr+9BfmlNVKHSER2TKfXGzvjck649VOr1di0aRNKSkrg4uKCGTNmwM3NrU2vNb1fCBRyGU5mliC1oMLEkVouzgen1hjY1RcKuQzZxdXILKqSOpw2K6qoQ1m1BgC4EoCJMAkni5dZVIWRr2/E8gNpUCnk+M+Dw7HsmbFIeHMGugS4IbWgEsMWbcDaw9bZnfXQhUsY+Op6HLxwCd6uDtjyyiT8NH80Nrw4AZ4uKuxLKsCgBetxzAaaehCRdUorrIRaq4ejSo4wP9frP4EsllarxZYtW1BYWAhHR0dMnz4dHh5tH9nycXPEyJ71JbfrjtrHaLhWp8ee8/XzwcdwfXC6BlcnFWLDfQAACUkFEkfTdoZR8BAuT2YyTMLJou1LKsDAv6/DsbRi+Lk7YseCKXhoQg8AQJ9Qbxx8Kx5je3VCZa0WN3+4E++sPmFV86h/2XsRo9/YhJySakR39sTBt+MxoU8wAGBqXAgOvBWPHkEeyCyqwojXN2L5/jRpAyYiu2QoRe/eyQOKayxbRZZNp9Nh27ZtyM3NhUqlwvTp0+Hj49Pu1zV0SV9nJyXpienFqKjRwNNFhb5h3lKHQxbOFkrSU/Lrq1wiWYpuMvwkJYv1w65kjHtrMwrKaxET5o3Di2di1FVlX34eTtj6ymQ8NrEnhAD+vvQo7vpsN2osfD1GvV7g778ewV2f7UatRocZ/UKw/80ZTd7cegZ7Yv+bMzA5Jhg1ah1u++QPvLb8mF0uBUNE0jEuT8bO6FZLr9dj586dyMzMhEKhwLRp0+Dv72+S157ZsF74H2fzUFatNslrWjJDKfrInoG8KUXXZVgv3Jqbs3E+uOnxnYMsjlanx3P/O4j7/r0Xaq0esweFYe8b0xHu3/x8NZVSji8eGIYv7h8KpUKGJftSMer1Tcgutsy5N+XVatz8wU68s+YkAODFmX2w5m/j4eHi0Ozx3m6O2PDiRDw7vRcA4M3fEjH3kz9QWasxW8xEZN+Scjkf3JoJIbB7926kpqZCLpdjypQp6NTJdMtqdQ/yQHRnT2h1ApsTs032upZq91nOB6fWG9ajPgk/mlpktc12k3OZhJsak3CyKKVVdYj/x3Z8tPEMAOC1W2Kx4plxcHO6/pqlj02KwtZXJsPXzRFHUosw8NX1OGBhpT8X8ysw/LWNWHc0E44qOf73+Ci8d+fA695JVyrk+PCewfjukRFwUMrx28F0jHhtI9IK7acJDhFJ53yOYSScX8CsjRAC+/btQ1JSEmQyGSZMmICQkBCTn8cwGm7rXdL1emEcCR/Ti+uD0/V1DXCHn7sj1Fo9jqVZZ38fQ2POyE5symYqTMLJYpzPKcOQhRuw5UQOnB0UWPb0WLx+az/I5a1f+mNc7yAcfDsefUK9kFdagzFvbsL//rzQgVG33u+nczFowXqczipFkJczdi+ahrtHdbuh17hvbHf8vnAqAjyccCKjBINeXY8/G74MEBF1lPMcCbdahw8fxunTpwEAY8aMQZcuXTrkPIalyjYez4JGq++Qc1iCM9mlKK6sg4ujEv0jfKUOh6yATCaz6vXCuTxZx2ASThZhS2I2hixcj6TccoT6umLv69Mxd2hEm16ra6A79r0xA7MGhKJOo8dfvvgTL/58GDq9dF8Kvth6DpP+byuKK+swsKsvDi2Ox+DIts3FG94jAIcWxyMu3AeXKuow4e0t+HpHkokjJiKqV1GjQU5JNQCOhFub48eP49ix+qU9R4wYgR49enTYuYZ294efuyNKq9TYc952bw4bStGHd/eHSsmv0dQ6Qxvmhe+3wiT8yuXJugVyJNxU+O5BkhJC4MMNpzH9ve0oq9bUJ5hvx6Nfl/bdXXZ3VmHVc+Px6s0xAIB/rj+FWf/cafaGMRqtHo99m4Anvt8PnV7gzhFdsfu1aejs074lfsL83LDn9WmYOyQCGp0eD3+zD09+vx9ane2OPhCRNJIamrIFeDjBy9VR4miotU6fPo2DBw8CAAYPHozevXt36PkUcjniG0rSbXmpsl1n8wAAo6NZik6tZ83N2a5cnszZgcuTmQqTcJJMnUaH+7/ai+d/OgS9ELh/bHfsXDAFgV7OJnl9uVyGt2/vjyVPjoaTSoGNx7MwdOEGY3OJjnapvBaT/m8L/r39PGQy4N15A/DTE6NM9gbm6qTC0qfH4M25/QAAn209h6nvbkNxZZ1JXp/oakIIrDqUjhUH0qDWWmdzGbpxLEW3PklJSdi7dy8AIC4uDnFxcWY5r6Ekfe2RTKtaLrS1hLhiPjjXB6cbMKibH+QyGTKLqiy2cXBLWIreMZiEkyTySqsx7q3N+GFXCuQyGT66ZxC+eXg4HFUKk5/rjuFd8edr09DZxwXncsowZOF6bD+ZY/LzXOlkRgkGLViPXWfz4eakxJrnJ+ClWX0hk7V+fntryGQyLJwTi5XPjoOLoxI7TuVi8IL1OJNVatLzEKm1OjzyTQLmfPg75n78B0KfWI6//3oE6YWVUodGHczQlK0HS9GtQmpqKnbt2gUA6N27NwYNGmS2c0/qGwxHlRwX8itwNrvMbOc1l5S8CuSV1sBBKcfgbn5Sh0NWxM1Jhb5hXgCsrySda4R3DCbhZHZHU4sw6NX1SEguhJerAza9PBHPTO9t8gT1SgO7+eHQ2/EYEumHkio1pr67DZ9uPtMhd+rXHM7A8Nc2IK2wEl0D3LH/zRmY2TA60FHmDA7HvjemI9zPFRfyKzB00QZssOFyQDKvwvJaTFy8FV/vTIJcJkOgpxMKymvxzpqT6PL0Csz853ZsPJYlad8F6jhcI9x6ZGZmYseOHRBCoEePHhg+fHiHfrZezc1JhfG9gwAAa49kmO285rL7XH0p+pBIfzixLJdukLU2Z+PyZB2DSTiZ1bKEVIx8fSOyiqvRM9gDB96agckxnc1y7iBvF/yxcCr+MqobdHqBp/97EA9/vc9kZbVCCCxelYibP9iJylotxvXqhINvz0DvUG+TvP71xIb74NDimRgVFYiKGg1mvr8D/1h70iZLAsl8EtOLMejVdfjzXD48nFVY/+IEZH52G1Y+Ow4T+gRBCGD90SzM+Md2RD7zG95bexKF5bVSh00mdD6noRydI+EWLS8vD1u3boVer0eXLl0wevRosybgBrNseKmyXVwfnNphaEND3v0Wtnzu9VwuR2dTNlNiEk5modcLLFp+DLd/ugs1ah2mxnbG/jdnoIeZR1acHJT44bGReP+ugZDLZPjm92RMeHsLCspq2vW61XVazPvXLixYVt+F9onJUdjyymT4ujuZIuxW8/dwwvZXJ+Oh8T0gBPDSkiP4yxd/olatNWscZBtWHapfjz79UhW6d6q/aTYtLgQqpRxzBodj+6tTcP7D2Xh2ei94uzogrbASLy85gpAnluGuz3Zjz7l83gSycnq9QFIe54RbusLCQmzatAk6nQ6hoaEYP3485HJpvuIZmrPtTyls92erpdnd0JRtDJuyURsM61GfhB++eMlq+qoIIa5YI5w3Yk2JSTh1uMpaDW79+He89VsiAOD5Gb2x/sUJknXZlclkeD6+D9a/OAEezirsOV+AQQvWIzG9uE2vl1VUhdFvbMLShDQoFTL8+4Fh+Oy+oZItXeKgVOCrB4fhX38dAoVchp/2XMSYNzcjp7haknjI+ggh8NZviZjz4e+oqtNiUt9gHHhrBqI6ezU5tkeQJz68ZzCyPr8N3z0yAoO6+UGt1eOXvRcx6o1NiH1pLb7cdg4VNRrz/yDUbtkl1aiu00KpkKFrAEdBLFFxcTE2btwIjUaDoKAgTJo0CQqF6furtFaIrysGdPGFEMCGY1mSxWFq6YWVSL9UBYVcZkymiG5E904e8HFzRJ1Gj+NpbfvOaW6XuDxZh2ESTh0qrbACwxdtxKpDGXBQyvHDoyPx/t2DoJDoDv2VpsWF4MBbM9C9kwcyLlVh+GsbsfJA2g29xv7kAgx8dR2OpBbB180R2/8+BY9M7NkxAd8AmUyG+VOiseWVSfB2dcDBC5cwaMF6HLpwSerQyMJV1Wpw+ye7sGh5fVXH01OjsfGlifB2u/ZNMxdHJe4b2x0H347H4cXxeGBcdzg7KHAyswSPf7cfwY8vxePfJuBkRok5fgwyEUNTtq4B7lwT2QKVl5dj48aNqKurg7+/P6ZMmQKlUvq5yld2SbcVfzZ0RR/QxRduTiqJoyFrJJPJrK4kPaWhEirU15XLk5kYP1Gpw+w+m4dBr67HycwSBHo64Y+FU3HvmEipw2okqrMXDrw1A5P6BqO6TotbP/4Db6w4Dr3++iW0/92VgjFvbkZ+WS36hnrj0OJ4jOllWSVqE/oE4+Db8Yju7ImckmqMfmMTftl7UeqwyEJlXKrEqDc2YfmBNKgUcnzz8HB8fO8QKBU39lExoKsfvnl4BLI/vw0f/2UwegZ7oLJWiy+3n0fMS2sw8vWN+HnPBdRprKMcz54lGZYnY1M2i1NZWYkNGzaguroa3t7emDZtGhwcHKQOC8DlJHzryRzU2Mh0qF0sRScTMK4XnmQdSbhhPngkR8FNjkk4dYj/7DiPCYu34FJFHfp38cWhxTMxrEeA1GE1y9vNERtfmohnpvUCALy+8jhu//QPVNU2Xz6r0+vxt58O4a//3gO1Vo+bB4Zh7xvT0cVCSzUjO3lg/5szMKNfCGo1Otz12W68suRIq240kP3Yl1SAQa+ux7G0Yvh7OGHngil4YFyPdr2mt5sjnp7WC2ffn42dC6bg1iHhUCpk2Hu+AHd//idC5y/Hy0sOI7WgwkQ/BZmasTN6MOcCWpKamhps3LgRFRUV8PDwwIwZM+DkZN4eJNcSG+6DUF9XVNdpsfNUrtThmIRhffDRXB+c2mFod+saCTc2ZWNjTpNjEk4mpdHq8eT3+/HINwnQ6gRuHxaBP1+bhlBfV6lDuyalQo6P/jIY3z48AiqFHCsOpGPk65uQcanxGshl1WrE/2MHPthwGgCwYHYMVj47Du7Oll2a5uHigDV/G48XZ/YBALy79iRu/mAnyqvVEkdGluD7P5Ix9s3NKCivRWy4Nw4vjsdIE3b/lclkGNc7CMufGYeMf83Fm3P7IcTHBYXltXhv7Sl0e2Ylpr+3DeuOZHKZMwtjKEfnSLjlqKurw8aNG1FaWgpXV1fMmDEDLi4uUofViEwmw0xDl3QbWC4zr7QaSbnlkMmAERY6oEDWYXA3P8hkQFphJfJKLb9XT0pewxrhgUzCTY1JOJlMUUUtpr67DZ9tPQcAePu2fljy5Bi4OFrPHJL7x3XHzgVT4O/hhOPpxRj06nrsPV9/9zsptwxDFq7H5sRsODso8OtTY/DWbf0hl5t/CZi2UMjleO/Ogfjf46PgqJJj3dFMDH9tIy40dL0k+6PV6fHc/w7i/q/2QqPT45bB4dj7+nSE+bl12DmDvF2wcE4sUj+9FaueG4fJMcEQAth0PBuz3t+Bbk+vxP+tPoH8UtvqqmytzueyM7ol0Wg02Lx5M4qKiuDs7IwZM2bA3d0yq7AMJenrjmRafeXVn+cKAAAxYd7X7Y9BdC0eLg7oE1K/dK01rBfO5ck6DpNwMokzWaUYsnADdp7OhaujEqufH49XZ8dKskZpe42MCsThxfGIC/dBQXktxr21BS8vOYwhCzfgfE45QnxcsOf16bh9WBepQ22Tu0d1w+5F0xDk5YzTWaUYvGCDzZQLUuuVVNZhxj+246ONZwAAr98Sh2VPj4WrmRoOKRVy3DwoHFtemYzkj+bgb/G94ePmiPRLVXh16VGEzl+OeZ/uwu6zeVzmTCI1ai3SG6qBuEa49LRaLbZu3Yr8/Hw4ODhg+vTp8PLykjqsFo3t1QluTkrkltbgaGqR1OG0C+eDkykZS9ItPAkXQlyRhPMzwNSYhFO7pRdWYtiiDbiQX4EIfzckvDkDNw0Mkzqsdgnzc8Oe16fh1iHh0Oj0eG/tKZRWqTGsuz8OLY5H/y6+UofYLoMj63+OgV19UVxZh8nvbDWuf0rtc+8XfyLMwuc6n88pw9BFG7D1RA5cHJVY8cxYvHZrnGRVHZGdPPDPuwYh6/O5+O9jIzG0uz80Oj1+TUjFmDc3445Pd0kSl71LyauAEICniwr+HpYz39jeaDQanDt3DqtXr0Z2djaUSiWmTZsGX1/L/hxyVCkwNbYzAOsvSd99tmE+uAmn6ZD9MjZns/Ak/FJFHcoblhftysZsJscknNrtl70XUV6jQWy4Nw6+HY++Yd5Sh2QSrk4qLH1qLN64NQ6OKjnuH9sdvy+cik5eljX3rq06+7hi92vTMLN/KHR6gc+2nJM6JKuXVVSFH/+8gMyiKoud67wlMRtDFq5HUm45wvxcsff1abhlSITUYQEAnB2U+MvoSCS8OQNH/28mHhjXHQDw26F0dlKXgLEpW5CnVVY1WbuSkhLs27cPP//8M3bv3o3i4mIolUpMmTIFgYHWkQzOGlB/Q37tkQyJI2m74so6nMysX1pxFJNwMgHDSPjhi5eg0VrGd4PmJHN5sg7F3yi1m+EO9+OTomxutEQul2HRLXH4+80xN7xMkzVwdlDitVtise5oJtYdzURFjcbim8xZsvUN/xZ6Bnsgws8NW07kYNPxbGw6no1wP1c8PKEnHhjbHYFezmaPTQiBjzaewQs/H4ZeCIzsGYCVz45DgKf5Y2mNfl188fVDw7HqUAaKK+twJqsU/ay8AsXaGJuycT642ej1eqSlpeH06dPIzb08Tcjd3R29evVCz549LaoL+vVMj+sMuUyGxPQSpBdWIty/4/pNdBTD+uBRwZ4W+35J1qVnkCe8XB1QWqXGiYxiDOjqJ3VIzUphKXqHsr2sgswqr7QaBxqWWYjvFypxNB3HFhNwg/5dfNG9kwdqNTqsOWy9oxWWwHBD6r4x3bH5GnOd7/j0D7POda7T6HD/V3vx/E+HoBcCD4zrjh0Lplj8F0qZTIa4cB8AwPH0YomjsT/GpmycD97hKisrcejQIfz888/Yvn07cnNzIZPJEB4ejmnTpuGOO+5AbGysVSXgAODr7oQRPeu7ia+z0pJ0Qyn6GC5NRiYil8swNNLyS9KNa4SzKVuHsN3Mgsxiw7EsCAEM7OqLYB/bKNO2NzKZDPOG1zeZW7IvVeJorFdlrQY7GhrcGboCtzTXeWlCGsa8uRl9X1yDz7acRVkHLhWXV1qNcW9txg+7UqCQy/DpvUPw9UPD4aBUdNg5TYlJuHQ4Et6xhBDIzMzEli1bsGTJEhw7dgw1NTVwdnZGv379MG/ePEyZMgWhoaFWPR3A8H649oiVJuHn6vuljGZTNjIhQxJuyc3Z2JStY9lMEl5dXY0BAwbgr3/9a4vHvPDCC5DJZM0+3n33XfMFa0MMH6qGeV9knQxJ+NaT2SiqqJU4Guu09UQO1Fo9ugW6I+qqpOXKuc7H3pmJhyf0gKujEqezSvHkDwfQ+fFleOSbfTieZtoOwkdTizDo1fVISC6El6sDNr88CU9OjbaqL/RxEQ1JeBqTcHMSQjSaE06mU1tbi8TERCxduhSbNm1Ceno6hBAICgrChAkTcOedd2LQoEFwc7O+0u3mGJLwP87kobwDbzh2hIoaDY6m1r/3sCkbmdKwHpY/En55jXCOhHcEm5gTrtfrcffdd+Po0aPo27dvi8cdOnQI/v7+ePjhh5vsGzFiREeGaJNq1FpsO5kD4PKHLFmnqM5eiAv3wfH0Yqw4kI5HJvaUOiSrY2g8NGvAtUet4iJ88dWDw/GPOwfif39ewJfbzuNMdin+syMJ/9mRhKHd/fH4pCjMHRIOp3Y0QlmakIr7/r0HNWodooI9sfZvE9DdCsuKYxsaPR5PL4YQwqpuIFizwvJalFVrIJOxFNEUhBAoKCjAmTNncPHiReh09Y0GVSoVevbsiejoaHh720ZT06v1CPJEz2APnM8px5YTOZg7NELqkFpt7/l86IVA1wB3hPi6Sh0O2ZDB3erngV8sqEBBWY3FTQ/j8mQdz+qT8NLSUsybNw+bN2++5nF6vR5HjhzB+PHj8fbbb5spOtu241QuatQ6hPm5IsZGOqLbs3nDu+B4ejGW7LvIJPwG6fR6bDiWBaD1N6Q8XRwwf0o0npgchT/P5eOLbefw28EM7E8uxP7kQjz740HcNzYSj07siW6Brf8A1OsFXltxDG+vOgEAmB4Xgl+eHA1PF4cb/8EsQFRnTzgo5Siv0SCtsBJdApgQmoNhPni4nxu74raDRqNBSkoKzpw5g6Kiy5Uufn5+6NWrF7p16waVyvabYc7qH4Z/5pzC2iMZVpWE725oyjaa88HJxLxcHdGrsxfOZJdif3IhZlnY0r6F5bUor6m/EduNI+EdwurL0QcPHozdu3fjk08+ueZxZ8+eRWVlJQYOHGimyGyfsRS9v3XPV6N6dzSUpO8+l4/s4iqJo7Eu+5MLcamiDt6uDhjR48a+rMlkMoyO7oRfnxqLzM/mYvHt/RHm54qiyjq8v/40Ip/5DVPf2Yo1hzOg1V17KZPKWg1u+eh3YwL+QnwfrH1hvNUm4ADgoFSgd4gXACCR88LNxjgf3AqrJyxBcXEx9uzZg59++gl//vknioqKoFAo0KNHD9x8882YPXs2oqKi7CIBBy7fnNxwLOu672OWxJiEsxSdOoAll6Sn5NeXoof4uLarKo9aZvVJuKenJw4ePIhZs2Zd87iDBw8CAIYPH26OsGyeXi+MnU5nshTdJoT5uWFEzwAIASxNSJM6HKtiuCE1PS4EKmXb31YDvZzx95tjcPGTW7DuhQmYFtcZMhmw5UQObv5gJ7o8tQJv/ZaI3JLqJs9NLajA8EUbsfpwBhyUcvz3sZH4x10DoZBb/ds8m7NJwDgfnE3ZWk2n0yElJQXr1q3DihUrcObMGWg0Gnh6emLo0KG46667MHbsWAQEBNjdjethPfzh6+aIkio19p4vkDqcVqlRa3Ew5RIAjoRTxzA2Z0uxvCQ8OZel6B3N6r+d7d+/H717977ucQcOHAAAfPnllwgJCYGTkxO6d++Ol19+GWVlZR0dps05fPES8kpr4O6swhh2DLUZl7ukX5Q4EutyuUGhaW5IKeRyxPcPxcaXJuHCx7fgpVl94OfuiKziaixafgxhTy7HbR//gd9P50IIgV1n8jB4wXqczCxBJy9n7Fo0FX8ZHWmSWCyBsTkbk3CzOZ9jWJ6MSfj1VFRU4ODBg/jll1+wc+dO4/JiERERmD59Om677TbExMRY3fJipqSQyzGjXwgA6+mSvj+5EBqdHp19XNCV02CoAwzrXp+EH7xwyeIqRFLyDUk4r/2OYvX1BQpF65bZSUhIAADs3bsX8fHxcHNzw86dO/Hee+9hw4YN2L9/P1xd2XSjtQwfolNjOsNRZR1LHdH1zR0Sgaf/exCHLxYhObfcKht5mVtSbhnO5ZRBqZBhSmxnk79+lwB3vDtvIN64tR9WHEjDl9vPY+/5Aiw/kIblB9LQvZMHUgsroNUJDOjii9XPj7e5BkLGkXB2SDebyyPhfA9oTl1dHbKyspCcnIzMzEwIIQAALi4uiIqKQnR0NL9TXGXWgFD8+OcFrD2agffvHmjx1QCG9cFHRwVafKxknaI7e8HDWYXyGg1OZpSgXxdfqUMyurxGOD8DOorVJ+GtodVqERISgn79+uGrr76Co6MjgPrOfw888AC+//57fPHFF3jhhReafb5Go4FWq220TalU2s1cruaYeuSPLEOApzMm9AnC1hM5WJqQigVzYqUOyeKta/i3MDa6U4fOvXZUKXDXyG64a2Q3nEgvxr+3n8f/9lwwflDeMawLvnt0hE020YptSMLTL1WhpLIO3m6OEkdk2zRaPS4W1M8H7MGRcAD13xdKSkqQkZGBzMxM5OXlGRNvAOjcuTN69eqF8PBwyG1gCkhHmBzTGQ5KOVLyKnA+pwxRnb2kDumaOB+cOppcLsOQSH9sO5mD/SmFFpaE138GsBy949jet7VmKJVKbNiwocl2mUyG999/H//973+xYsWKFpPwzZs3Y/369Y22xcfHY+bMmR0Sr6VLK6zAycwSKOQyTG8oLyPbMW94F2w9kYMl+1Lx6uwYjgBcx+UbUubrbBoT7oMvHhiG9+4ciF/3pUKllOHe0ZE2+7fydHFAlwA3pBZUIjGjGGN7BUkdkk27WFBfWeHiqERnbxepw5GMVqtFTk4OMjIykJGRgcrKykb7vby8EB4ejp49e8LLy0uaIK2Iu7MK43sHYXNiNtYeybToJFyt1SEhuX7u+mhOuaMONKx7fRKekFyIxyZFSR0OgPqbjimGkXB2Ru8wdpGEX4uPjw8CAgKQkpLS4jFTp07FxIkTG21TKu33V7fuSP1STCN7BsCHI1I2Z/agcDz6bQLOZJfiZEYJYhpGIampoopa7E2q/6I2c4D5b0i5O6vw0IQeZj+vFOLCfZBaUInjaUzCO5qhM3qPTh6Qy23zxk5LKisrjUl3dna2cT1voH76W3BwMEJDQxEWFgYPD44Q3ahZA0Lrk/CjmXhxVl+pw2nR4YtFqFHr4OfuiOjOrAahjjO0YV74fgvqkM7lyczDbjLJjIwMBAUFNSkh12q1KC0tvWb5mEqlsuvS86utPZIBAJjZn6XotsjTxQHT40Kw6lAGluxLZRJ+DZuOZ0OnF4gJ80aEPz+oOlJcuA9WHcpgczYzMKwRbg/zwfV6PQoKCoyJd3Fx4+vL1dUVYWFhCAsLQ3BwML8LtFN8/1A8/t1+7EsqQGF5Lfw9LLNZ3e6zeQDqR8FttcKILIOhQ3pyXjkuldfCzwL+TRimuYX6cnmyjmQXv9kffvgB9913H9auXdukhHzr1q2ora3F0KFDJYrOupRVq/FHw4eTOctvybzmDe+KVYcy8GtCKv7vjv78EtIC9kYwn1guU2Y2xqZsNjofvLa2FllZWcb53XV1dcZ9MpkMAQEBxsTbx8eH738mFOrrin4RPjiWVowNxzLx1zHdpQ6pWZwPTubi7eaIqGBPnMspw/6UQsRbwABXSsN88MhA278RKyW7SMInTZoEpVKJV155BSNHjoS3tzcA4MKFC5g/fz4A4IEHHpAyRKuxOTEbWp1AVLAnO2fbsPj+IXBzUiKtsBL7kwsxrEeA1CFZnDqNDptPZANgVYg5GDqkn8kqg1qrg4OSqzJ0FEM5uq2sEX5lU7WMjAzk5+c3aqrm4OBgLDEPDQ2166XEzGHWgFAcSyvGuqNZFpmEa3V67GlYy5xJOJnD0O7+9Ul4smUk4YaRcC5P1rHsIgnv3LkzFi5ciNdeew2RkZEYPHgw6urqsGfPHmg0Gtx1111MwluJI3/2wdlBiZsHhuGnPRexZF+qSZPwTZs2ITs722SvJxW9EHh3cP0X+RN/rMGJPy7vU6lU8PHxgbe3N3x8fIwPB4eO655u68L8XOHl6oDSKjXOZpcZR8bJ9JIM5ehWfKPV0FQtPT0dmZmZTZqqeXt7G0e7AwMD2dHcjGYNCMMbKxOxJTEbtWqtxZW7JqYXo6JGA08XFWLCvaUOh+zAsO7++GFXChIsZF745TXCrfczwBpY1jtfB1q0aBF69OiB999/H3/88QdcXFwwduxYPPTQQ5g7d67U4VkFjVaPjcfrm7IxCbd984Z3xU97LmLZ/lR8eM8gKBWm+ZKq1+uh1+tN8lpSUzb8Sq7+eerq6pCbm4vc3NxG293c3Bol5T4+PvDy8mIC0AoymQxx4T7440wejqcVMwnvIKVVdSgorwVgfcuT1dbW4uLFi0hPT0dOTk6zTdUMibe7O0d4pNIvwgedfVyQXVyN38/kYVqcZa2yYihFH9kzEAq+N5MZGOaFH7xQCJ1eL/l1Z1iejGuEdyybScIjIiIalZc154477sAdd9xhpohsz96kfJRWqeHn7mjs5ki2a1LfYPi6OSK/rBZ/nMnDxL7BJnndCRMmNPpybI2EEBi6cAOyi6vxw2Mjm/xuampqUFxcjOLiYpSUlKC4uBhVVVWorKw0dl82kMvl8PLyapKcu7q6ci7qVYxJeHox7pU6GBtlaMoW7O0Cd2fraEJWWVmJkydP4uzZs9Bqtcbtbm5ujZqq2fOqJpZEJpNhVv9QfLn9PNYeybS8JPws54OTefUO9YK7swoVNRqcziyVtCGuEOKKcnQm4R2Jn0jUaoZS9Bn9QiS/S0cdT6WU49Yh4fhqRxKW7Es1WRJuC/MtE9OLcTqvBs4OSkzu3wXOV5VTurq6ws/Pr9G22tpalJSUoKioqFFyrtFojAn7lRwcHJok5h1R0i6EgE6ng1qtbvVDqVTCzc2tyaOjy+3j2Jytwxnng1tBKXppaSkSExORnJxsrEbx8fFBZGQkwsLC4O3tzRtZFmrWgMtJ+Bf3D7WYv5NeL4wj4WN6cX1wMg+FXI7B3fyw41QuEpILJU3CC8trUdGwPFnXADfJ4rAHTMKpVYQQV8wHZ1d0e3HH8C74akcSVh5Mwxf3D4Wjis2wgMs3pCbHBDdJwFvi5OSEoKAgBAVdXuNaCIHKykpjEm54lJaWQq1WIy8vD3l5eY1ep7mSdicnpxtKoq9+mGp6gIODQ7PJueHh4uLSrtL7uIjLSbgQwmK+uNuSy8uTWW4pemFhIY4fP47U1FTjtqCgIMTFxSEkJITXhRUY26sTXB2VyCmpxtHUIgzo6nf9J5nBmexSFFfWwcVRif4RvlKHQ3ZkaKQ/dpzKxf6UQjwysadkcXB5MvPhb5da5Wx2GS7kV8BBKcfkGNOMiJLlGxUViGBvF+SUVGNzYjZuGsgbMACw9kh9OXl7u6LLZDK4u7vD3d0d4eHhxu06nQ6lpaVNkvOWStpNRaVSwcHBocnD0dHR+N8qlQpardYYh+FRV1cHtVrd7Kj+lT+vi4uLMSl3d3e/odH06M6eUCnkKK1SI+NSFcL9eZfe1Cx1JFwIgZycHBw/frxRY8fw8HDExcUhMJClw9bEyUGJKbGd8dvBdKw7mmkxSbihFH14d3+olKz4I/MZ1jDNMyG5QNI4WIpuPkzCqVUMSceEPkFwc7KOeYLUfgq5HLcPi8BHG89gyb6LTMIBZBdX4fDFIshkQHy/jmlQqFAo4OvrC1/fxiMxdXV1TRJzQ0l7axLoaz1UKlW7RhA1Gk2TxPzKR1VVFfR6PaqqqlBVVYX8/PxmX0elUjVJzMPCwuDr6wsHpQK9Q7xwPL0Yx9OLmYR3AMMa4ZbSlE2v1yMtLQ2JiYkoLKzvHCyTyRAZGYnY2Fj4+LBBn7Wa1T8Uvx1Mx9ojmXj91n5ShwMA2H2uvvJodDRL0cm8hjQ0ZzufU47iyjr4uDlKEsflNcLZvLKjMQmnVll3tKErugWsX0jmNW94V3y08QzWHslEZa3G7m/CrG/4tzAk0h+BXs5mPbejo2OzJe0AJC/BValU8Pb2hrd380v6CCFQU1PTbIJeUVFhHE3XaDQoKSlBSUmJ8bmHDx/G0KFD0adPH8SGe9cn4WnFvClkYjq93jgK0jNY2lEQnU6H5ORkJCYmoqys/saAQqFAVFQUYmJi2N3cBkzvFwK5TIZjacXILKpCqK+rpPEIIbCrYSR8TDQrK8i8/Dyc0L2TB5LzynEgpVCyhoUcCTcfJuF0XQVlNcbymHgm4XZnYFdfdAt0x4X8Cqw9kok7R3SVOiRJrTva0BvBQv4tSJ18t5ahFN3FxQUBAc2vO6/RaBqV3FdWVqKgoABZWVlISEhAXl4e4kID8F+wOVtHyLhUhTqNHg5KOSIkqjLQaDQ4e/YsTp48iaqqKgD1vQb69OmD3r17w9nZvDe+qOP4ezhheA9/7DlfgHVHMvH45ChJ40nJq0BeaQ0clPVNsojMbVh3fyTnlSMhWbokPCW/fiScSXjHYxJO17XhWBaEAPp38UWIxHeqyfxkMhnmDe+Ct1edwJJ9F+06Ca+q1WD7qRwA9d19ybRUKhW8vLzg5eVl3CaEwJkzZ5CQkIDU1FR4OhUgxE3PJLwDGOaDRwZ6mH0FjNraWpw6dQqnT59GXV0dAMDFxQUxMTGIiorq8M77JI1ZA8Kw53wB1h7JkDwJN5SiD4n0Z0MqksTQ7v748c8L2J9cKMn5r1yejGuEdzx2naDrMnZFt5CRPzK/ecPrE+8tiTkorqyTOBrpbDuZgzqNHl0D3NErxEvqcOyCTCZD7969MWvWLLi5uUFTW4WX+msRrChDaZX9Xosd4XJndPN9+aqsrMS+ffvwyy+/4OjRo6irq4OnpydGjx6NefPmISYmhgm4DZvZv3607/czeaio0Ugayy6uD04SMzRnO5BSCL1emP38BWVcnsycmITTNdWotdh6kiN/9q5XiBdiwryh0emx8kC61OFIxnBDamZ/LoNkbgEBAZgzZw5CQ0PhoADujdZhy/ad0Gq1UodmM5IMSbgZmrKVlJTgjz/+wJIlS3Dq1ClotVr4+flh4sSJmDt3LqKioqBQcElEW9cz2BPdO3lArdVj64ns6z+hA+0+Wz8SPoZN2UgifUK94eqoRHmNBmezS81+/pR8Lk9mTkzC6Zp2nspFdZ0WIT4uxjV6yT7NG94FALBk30WJI5GGTq/H+mMNDQoHsCGYFJycnDB16lScr/OBXgBl+ZlYvXo1SktLpQ7NJhg6o3fkSHhBQQG2bt2K5cuXIykpCUIIBAcHY/r06Zg9eza6du3arrXkybrIZDLjDX7DTU4ppBdWIv1SFRRyGYb18JcsDrJvSoUcgxr6ESRIUJLOpmzmxU86uiZjE6oBYRz5s3N3NCThf5zNQ05xtcTRmN+BlEsoLK+Fp4sKo1iuKBmZTAb3oG746LgSaqFAcXExVq1ahYsX7fPmkCldXiPctCPhQghkZWVh3bp1WL16NdLS0gAAERERuPnmmxEfH4+QEFaX2CtDEr7hWBa0Or0kMfx5rr4UfUAXX7tfAYSkdXm9cCmScDZlMycm4dQivV5cXpqMpeh2L8LfHcO6+0MIYNn+VKnDMbu1RzIAANPjQqBS8q1TSnHhPkgqlePXTB8EBQVBo9Fg+/bt2LdvH3Q6ndThWaWqWg2yGm6u9Qw2TRKu1+tx4cIF/Pbbb9i4cSNyc3Mhk8nQo0cPzJ07F5MnT26xUz7Zj+E9AuDj5oiiyjpJEg8A2MVSdLIQQxvWC5eiOVuKoSkb1wg3C36TpBYdTS1CTkk13JyUGNuLH0x0uUHbkn32l4SvO8IbUpbCMDXmUHoFJk2ZitjYWADAqVOnsG7dOlRWVkoZnlUyzAf3c3eEj5tju15LCIG0tDSsXLkSO3bsQFFREZRKJfr27Yt58+Zh7NixLa4nT/ZHqZBjRr/6Bm2Gm53mtrthJHw01wcniQ1tGAk/k11q9uajLEc3Lybh1KK1DaXoU2I6w1HFBjkE3DY0AnKZDAcvXMKFhgYe9iAlrxxnskuhVMgwNbaz1OHYvXA/N3i6qKDW6pGUW4EhQ4ZgypQpcHBwQEFBAVauXImMDGm+zFury/PB2zcKnpOTgzVr1mDr1q0oKSmBg4MDBgwYgDvvvBPDhg2Dmxs77lJThpubvx3MQG6Jeac75ZVWIym3HDIZMKIHKzNIWgGezugaUD8SvepQBoQwT5d0IcTlNcKDmISbA5NwapHhjjRH/sgg0MsZ43vXV0X8akej4YbeCKOjOsHLtX2jhNR+MpkMsWH1o+GG9cLDw8MxZ84c+Pn5oa6uDps3b8ahQ4eg10szx9TanM9pX2f0S5cuYePGjVi/fj0KCgqgVCoRFxeHefPmYcCAAXBycjJluGRjpsR0houjEhcLKhD25HLc9vEf+P10rlkSkD/PFQAAYsK84d3OKhAiUxgVVX8z6P6v9iL2pbX497ZzHb6E35XLk3Xx581Sc2ASTs3KuFSJxPQSyGUyTI8LkTocsiD2WJJu6NrLG1KWw1CSbkjCAcDDwwM33XQTevXqBQA4duwYNm7ciOpq+2skeKMMI+E9bnAEpLS0FNu3b8dvv/2GrKwsyGQy9OrVC3fccQcGDx4MR0cmNXR97s4qbHhxAkb0DIBWJ7D8QBrGv70Fvf62Gp9sOtOhZbmcD06WZvHt/XH/2O5wdlDgZGYJHvtuP4IfX4rHv03AyYySDjmnoRQ9jMuTmQ2TcGqWYeRvRM8A+HlwBIMumzM4DA5KOU5nleJUZsd8GFiS4so6Y+fcmf2ZhFuKuPCGJDytuNF2hUKBkSNHYvz48VAqlcjJycFvv/2G3NxcKcK0GueNa4S3LgmvrKzE7t27sXz5cmNn+sjISNx+++0YOXIkXFxcOixWsk1jewVhz+vTkfjuLDw6sSfcnJQ4l1OGZ348iODHl+HB/+zFkYuXTH7e3Wcb5oNz1QuyEJ19XPHtIyOQ/flt+OieQegR5IHKWi2+3H4eMS+twajXN+KXvRdRpzFdI1LDGuGRnA9uNkzCqVkc+aOWeLk6Ylpc/bxoexgN33Q8Czq9QJ9QL3Rlx1CLYUjCEzNKmi1ZjYyMxOzZs+Ht7Y3q6mqsX78ex48fN9v8OmsihEBSK+eE19bWIiEhAUuXLsW5c+cghEBYWBhuvfVWjB8/Hh4e/AJH7RMT7oMvHxiG7M9vw+f3DUWfUC/UqHX49vdkDHx1PQYvWI8fdiWjRq1t97mKK+twsuFmMpeeJEvj7eaIZ6b3xrkPZmPHq1Nwy+BwKOQy7DlfgLs+243Q+cvx8pLDSC2oaPe5uDyZ+TEJpybKq9X4/XR9eRZH/qg5hpL0X/el2nxSY6gKmTUgTOJI6Eq9QrygVMhQXFlnXFrrat7e3rj55psRGRkJIQQOHjyIrVu3oq7OvB1nLV1OSTUqa7VQyGXo1sKNJrVajSNHjmDJkiU4efIkdDodgoKCMGvWLEydOhU+Pj5mjppsnYeLAx6fHIUT792EP1+bhjtHdIWDUo5DFy7hvn/vRefHl+G5/x003kBqC0OVU1SwJwI8nU0VOpFJyWQyjO8ThBXPjkPGv+bijVvj0NnHBYXltXhv7Sl0e2YlZry3HeuPZkLXxj4oybnsjG5uTMKpiS0ncqDR6dEjyMNk68WSbZnZPxSuDU10Dl4wfXmgpVBrddh0PBsAq0IsjaNKgV6dvQA0LUm/kkqlwrhx4zBy5EjI5XKkp6fjt99+Q2GhNOsRWyJDU7YuAW5wUDZeCUOn0+HkyZP49ddfceTIEWg0Gvj6+mLatGmIj49Hp06cR0sdSyaTYWRUIH6ePxqZn83FO3f0R4S/G0qq1Pho4xn0fG4VJi3egt8OpkOru7EExFCKPoZLk5GVCPZxwaJb4pD26a1Y9dw4TOobDCGAjcezMPOfO9Dt6ZV4Z/UJFJTV3NDrGsvRWfFnNkzCqQl2RafrcXFU4qaB9SPDS/ZelDiajrP7bD7KazQI9HTCoK5+UodDVzHOC09vOQkHYGwWdvPNN8Pd3R0VFRVYs2YNzpw5Y/OVHK1hLEW/ojO6Xq/H+fPnsXTpUiQkJKC2thaenp6YMGEC5syZg9DQUMhkMqlCJjsV4OmMl2+KQcrHc7DhxYmI7x8CmQzYfioXt3z0O8KfXIE3VhxHdnFVq15v97n6qr/RbMpGVkapkOPmQeHY+vfJSPpwDp6f0Rverg5Iv1SFvy89ipAnlmPep7uw+2zedT/nhBCX1wjn8mRmwyScGtHq9NhoHPlj+S21bN7wLgCApfvT2lz+ZOkMvRHi+4dCLmfCYWma65B+LX5+fpgzZw7Cw8Oh1+uxZ88e/P7779BoOnbpF0t3uSmbJ4QQSE1NxYoVK7Br1y5UVlbC1dUVo0aNwty5c9GtWzcm3yQ5hVyO6f1CsO6Fibj4yS145aa+8PdwQk5JNV5feRzhT67ALR/9jh2nclpMQCpqNDiaWv/ewfngZM26B3ng/bsHIfuL2/DDoyMxJNIPGp0evyakYsybm9H3xTX4fOtZlFerm31+flkNKmu1kMlgXKOcOh6TcGpkX1IBiivr4OvmiGHd/aUOhyzY5JhgeLs6IK+0BrvO5EsdjskJIS5XhbA3gkVqqUP6tTg6OmLy5MkYMmQIZDIZUlJSsGrVKpSU2H6n/5YYlifr6aXD6tWrsW3bNpSWlsLR0RFDhgzB7bffjujoaMjl/MpAlifC3x3/d8cAZH42F7/MH41RUYHQ6QV+O5iOiYu3Iur5Vfho42mUVDbuBbH3fD70QqBLgBtCfV0lip7IdJwdlLh3TCT2vxWPI/83Ew+O6w4XRyVOZ5Vi/vcHEPz4MjzyzT4cTytq9LyUhqZsYb6ucFQpmntp6gD8RKVGDCN/M/qFQKng5UEtc1AqcMvgcADAkn22V5J+MqME6Zeq4KRSYGLfYKnDoWbENiThFwsqUNbCHf7myGQyxMbGIj4+Hi4uLigtLcWqVauQkpLSUaFatPKSIjwTqwFyT6CwsBBKpRL9+/fHvHnzEBsbC6WSa8aS5XNUKTBvRFfsfm0aTv7jJjwxOQruziok5Zbjuf8dQvDjy3D/v/fgUEMfk93nDPPBWYpOtqd/F198/fAIZH8+F5/eOwRRwZ6oqtPiPzuS0O+VdRi+aAP+9+cF1Kq1l0vR2ZTNrGSCE+KogRACPZ77DSl5FVj+zFjcOiRC6pDIwu08lYsJi7fUj4j/+/YmTZ2s2eJViViw7Bhm9g/F2hcmSB0OtSBs/nJkFlVh92vT2lRSWl1djZ07dyInJwcAEB0djaFDh0KlUpk6VItTUlKCAwcOIiMjHQAgk8vRu1cvxMXFcZ1vsgkVNRr8svcivtx+Donpl6tdBnTxRUmVGhcLKvDdIyNw39juEkZJ1PGEENh1Ng9fbjuP3w6lQ6urT/983RwR4uuCxPQSPDqxJ758YJjEkdoP3t4mo/M5ZUjJq4CDUo4pMZ2lDoeswJhegQjyckZuaQ22JOZgpg018zNUhbBBoWWLC/dBZlEVjqcVtykJd3FxwfTp03H06FEcPXoUZ8+exdmzZ+Hk5AQ3N7cWH87OzlY7N7qiogJHjhxBcnIyhBDQC+DoJSXef/JWrvNNNsXdWYVHJvbEwxN6YH9yIb7Ydg7L9qfhSOrlctzR7IxOdkAmk2FsryCM7RWEvNJqfLMzGf/ZmYTMoioUNUzV4Ei4eTEJJyND0jGuVye4O9v+KBC1n0Iux21DI/DJ5rNYsu+izSThuSXVxqXX4vuHSBwNXUtchA/WHc1sdXO25sjlcgwcOBCBgYHYvXs3qqqqUFtbi9raWly61PwSfHK5/JpJuqurqySj6UIIqNXqFh8lJSU4d+4c9A3NFB08A/D3rSXo3MmPCTjZLJlMhmE9AjCsRwA+umcwvt+Vgv/uTkHvEC82oiK708nLBQvmxOLlm/pi47EsfLn9PFILKzB7EBsymxOTcDJad9Qw8sd/hNR680Z0xSebz2LNkUxU1Wrg6mT9N3DWH80CAAzu5odOXizLtWSG5myJ7UjCDUJDQ3HnnXdCrVajsrKyxUd1dTX0ej3Ky8tRXl7e4us5OjrC3d291aPp10ugW/Nobaf34OBgDB48GN/uy0Nu9VGMv2J5MiJb5ufhhBdm9sELM/tIHQqRpJQKOWYNDMOsgfzeLwUm4QQAKCyvxb6kQgCwmdFMMo/B3fzQNcAdFwsqsO5oJu4Y3lXqkNpt7dGGruj8t2DxDEn4qawSaLR6qJTtaygpk8ng6OgIR0dH+Pr6NnuMXq9HVVXVNRN1jUaDuro61NXVXXM03dXVFXq9/oYS6NaQy+VwdHSEg4OD8aFSqeDk5ISuXbuic+fOkMlkOJ97HgDQM5hJOBERkbkwCScAwMZjWdALgX4RPlyqg26ITCbDHcO74P9Wn8CSfalWn4RX12mx/WQuAFaFWIMIfzd4OKtQXqPB+dwy9An17vBzyuVyuLu7w9295TLWlkbTKyoqGo2mV1RUNHmuQqFolDwbEuirt13r0dqO5pfXCGcpOhERkbkwCScAwNqGUvSZXA+Z2mBeQxK+6Xg2Sirr4O3mKHVIbbb9ZA5qNTpE+LuhT6iX1OHQdcjlMsSG++DPc/k4nlZsliS8NRwcHODj4wMfH59m9+v1elRXV6OyshJyuRwODg7GkWuFwjyrDAghcD6nYY1wjoQTERGZDReCJtSqtdiSmA2A5bfUNn1CvdEn1AsanR6/HUqXOpx2WXv0cld0a+1+bW8MJentac5mbobGbp06dUJAQAC8vLzg7OxstgQcAC5V1KGkqn59dXbFJSIiMh8m4YTfz+Shqk6LYG8X9O/S/BxIouuZ11CGvmRfqsSRtJ1eL7COS5NZHWtMwi1BUm79KHiYnytcHFkYR0REZC5MwqlR0sGRP2qrO4Z1AQD8fjoPeaXVEkfTNgcvFKKgvBYezqo2rTlN0ogNry9BP55WDCGExNFYj/M5hvngLEUnIiIyJybhdk4I0aj8lqituga6Y0ikH/RCYNn+NKnDaZO1DTekpsV1hoPSfGXB1D69Q7ygkMtQVFmH7GLrvAEkhfMNI+FsykZERGReTMLt3LG0YmQXV8PVUYlxvTpJHQ5ZOWsvSV9rrAphV3Rr4uSgRHTn+tFclqS3njEJZ1M2IiIis2ISbufWHqlfD3lyTDCcHDgnkNrntqERkMtk2J9ciNSCpksvWbKL+RU4nVUKhVyGabGdpQ6HbpBxXngak/DWYjk6ERGRNJiE27m1bEJFJhTk7YKxDRUVv1rZaPi6hmkZo6MCrXqJNXtlSMITM5iEt4ZWp8eF/PobZT2DWY5ORERkTkzC7VhmURWOpRVDJgNm9GMSTqYxb3h9gzZrK0nnDSnrFhfBDuk3IrWgEhqdHs4OCoT4uEodDhERkV1hEm7H1jeM/A3vEQB/DyeJoyFbccvgcKgUcpzMLMHpzBKpw2mVkso67DqbBwCYySTcKsWG1SfhKXkVqKjRSByN5TPMB+/eyQNyOVfFICIiMicm4XbMOPLXn0kHmY63myOmNsyp/jXBOkbDNydmQ6cX6NXZC90CWZprjfw8nBDi4wIAOMGS9Os6n2PojM754ERERObGJNxOVdRosPN0LgCW35LpXVmSbg3rNrMU3TawJL31zuc2NGXjfHAiIiKzs5kkvLq6GgMGDMBf//rXFo8RQuDLL79Enz594OzsjOjoaPzyyy/mC9KCbD2RDbVWj8hO7lyehkxu1oBQuDgqcSG/AocvFkkdzjVptHpsSswCwCTc2rFDeutxJJyIiEg6NpGE6/V63H333Th69Og1j3viiSfw+OOPo7y8HI8++ihCQ0Nx11134ccffzRTpJbjcil6GGQyzgck03J1UmFm/xAAwJJ9FyWO5tr+PJePsmoNAjycMDjST+pwqB1iwzkS3lpJeYaRcCbhRERE5mb1SXhpaSlmzJiBVatWXfO4TZs24csvv0TPnj2RmJiIjz76CFu3bsW8efPw1FNPobCw0EwRS0+n12PDMY78UceaN7wrAGBpQhp0er3E0bRs7ZEMAEB8/1Ao5Fb/lmjXDCPhJzNLoNVZ7jUntfJqNfJKawAAPYNYjk5ERGRuVv+Nc/Dgwdi9ezc++eSTax732WefAQD+8Y9/wNvb27j9tddeQ1lZGVauXNmhcVqShKRCFFXWwdvVASN6BkgdDtmoqbGd4eXqgJySavx5Ll/qcJolhMDahlUCDCP3ZL26BrjDzUmJOo3eWG5NTRnmg3fycoaHi4PE0RAREdkfq0/CPT09cfDgQcyaNeuax+3atQsuLi6YNm1ao+09e/ZEeHg4tm3b1pFhWhRDKfqMfiFQKqz+EiAL5ahSYM6gcACWu2b46axSpBZUwlElx6S+wVKHQ+0kl8uMJemJGdaxPJ4ULs8H5yg4ERGRFKw+A9u/fz969+59zWPKy8tRVVWFPn36QKVSNdnfvXt3XLhwoaNCtDhrj9aX384aECZxJGTrDF3SVxxIh1qrkziapgw3pCb2CYarU9P3BrI+bM52fYY1wjkfnIiISBpWn4QrFIrrHlNeXl96FxgY2Ox+b29vZGdnt/h8jUaDmpqaRg+NRtO2gCV2PqcM53PKoVLIMSWGI3/Uscb17oRATycUV9Zh24kcqcNpwjAfnL0RbEccm7Nd1/mchqZs7IxOREQkCaXUAZiDIVF3cXFpdr+joyOqq6tbfP7mzZuxfv36Rtvi4+Mxc+ZM0wVpJusa5r+O7dWJcwGpwynkctw2tAv+teUsluxLxYz+lpPs5pVW4+CFSwCA+H6WExe1z5VJuBCCqz80wzgSznJ0IiIiSdhFEu7m5gYAqKura3a/Wq2GWq1u8flTp07FxIkTG21TKq3zV2dcmowjf2Qm84bXJ+GrD2eguk4LF0fL+Lez4VgWhAAGdfNDsE/zN+jI+vQO9YJCLkNheS1yS2r4t72KXi+Q3LA8WQ+OhBMREUnC6svRW8Pd3R0eHh64eLH59Yrz8/MbdUy/mkqlgrOzc6NHc3PLLV1RRS32ni8AAMy0oBFJsm1Du/sjwt8NVXVarG+oxLAEhhtS/LdgW5wdlIhqmOvMkvSmMouqUKPWQaWQo0uAm9ThEBER2SW7SMIBoF+/fjh37hwqKioabddqtTh8+DCCgoIkisx8Nh7Phl4IxIZ7I9yfX77IPGQyGe4YVt+gzVK6pFfXabHtZP0cdVaF2J5YzgtvkaEUvVugO1fHICIikojdfALPnj0barUaX3/9daPty5cvR1VVVZNyc1t0uQkVu6KTeRm6pG88noXSquanhZjTjlO5qFHrEObnipiwlqtgyDqxQ3rLjE3ZgjkfnIiISCp2k4Tfd999CAwMxMKFC7FmzRoAQEJCAp5//nkolUrce++9EkfYseo0OmxOrO8Az/JbMre+Yd7o1dkLaq0eqw5lSB3O5RtS/UPZuMsGsUN6yy43ZeN8cCIiIqnYTRLu4eGB5cuXw8nJCTfffDNcXV0xfPhw5OXl4d1330VMTIzUIXaoP87kobJWiyAvZwzo4it1OGRnZDKZcTRc6pJ0vV5g/bEsAKwKsVWx4fXVDSn55aistc7lJDtKUi6XJyMiIpKa3SThADBq1CicPn0azz77LAYMGIBbbrkFu3btwvPPPy91aB3OsDTZzAGhkMs58kfmd0dDEr7jVC7yS2ski+PwxUvIK62Bu7MKY3oFShYHdZwAT2cEe7tACOBkRonU4VgU40g4y9GJiIgkYxlrBZlAREQEhBDXPa5Tp0748MMPzRCR5RBCXF6ajKXoJJHITh4Y1M0Phy5cwvIDaZg/JVqSOAz/FqbGdIaDUiFJDNTx4sJ9kFNSjePpxRjWI0DqcCxCdZ0WGZeqAHAknIiISEp2NRJurxLTi5FZVAUXRyXG97H9LvBkuSyhJN14Q4pd0W1aXATnhV/NsD64j5sj/DycJI6GiIjIfjEJtwOGpGNy32A4O9hM8QNZoduHdoFMBuxLKsCawxnQ669fvWJKqQUVOJlZAoVchun9Qsx6bjIvdkhv6lRmfWl+zyCWohMREUmJSbgdMCTh7IpOUgv2ccHkvsEAgJs/2InIZ1fiH2tPorC81iznN/RGGNkzAD5ujmY5J0nDkISfyCiBVqeXOBrpbTyWhce/2w8AbM5JREQkMSbhNi67uApHUosgkwEzOPJHFuCnJ0bj6anR8HRRIbWgEi8tOYKQJ5bh7s92Y19SQat6O7TVOmMpOrui27puge5wdVSiVqMzlmHbIyEE/rnuFOL/uR3lNRqMjgrE67fGSR0WERGRXWMSbuPWH61fimlopD8CvZwljoYI8PNwwsf3DkHOF7fj24dHYGBXX6i1evy89yJGvLYRcS+vxb+3nUNFjWmXliqrVuOPs3kAWBViD+RyGWLC6pcqs9eS9Fq1Fvd+uQcv/nIYQgAPT+iBba9Ohq8754MTERFJiUm4jWMTKrJULo5K3D+uOw4tnomDb8fjvjGRcFIpcCKjBI99tx+dn1iGx79NMNkSU5sTs6HVCUQFe6I758TaBeO8cDtszpZbUo2xb23G//68AIVchs/uG4J/PzCMKwIQERFZAHbpsmGVtRrsOJ0DgOW3ZNkGdfPDoG4j8cHdg/Df3Sn4cvt5JOWW48vt5/Hl9vMY2TMAj02Kwi2Dw+GoalsSwRtS9sdeO6QfvnAJN32wEzkl1fB2dcDyZ8ZiQp9gqcMiIiKiBkzCbdi2kzmo0+jRLdAd0Z25JixZPm83RzwzvTeentYLO0/n4stt57H6cAb2nC/AnvMFeMbDCQ+M7Y5HJvZAhL97q19Xo9Vj4/H6qRlMwu2HPXZIX7L3Iu7/ai9qNTpEd/bEuhcmoFsgKz+IiIgsCZNwG3ZlV3SZTCZxNEStJ5PJMKFPMCb0CUZOcTW++T0J/9mZhOziary79iTeW3cS02JD8NiknpgW1xkK+bVn1uw5n4/SKjX83B0xtLu/mX4KklqfUG/IZTIUlNcir7QanbxcpA6pw+j1AguXH8P/rT4BoL4R5y/zR8PDxUHiyIiIiOhqnBNuo3R6PdYfZfktWb9gHxcsuiUOaZ/eit+eG4dJfYMhBLDxeBZm/nMHuj29Eu+sPoGCspoWX8NwQyq+f+h1E3ayHS6OSvQMrh8FtuXR8IoaDW7+YKcxAX9pVh+s+dt4JuBEREQWit9GbdSBlEu4VFEHL1cHjOwZKHU4RO2mVMgxe1A4tv59MpI+nIPnpveGt6sD0i9V4e9LjyLkieWY9+ku/Hkuv9EyZ0II4/rgvCFlf2y9OdvF/AoMW7QB645mwlElx09PjMK78wbyZhMREZEF46e0jVp7JAMAMD0uBCol/8xkW7oHeeCDewYh+4vb8MOjIzEk0g8anR6/JqRi9Bub0PfFNfh861mUV6txNrsMF/Ir4KCUY1JfNqeyN7achP9+OheDFqzH6axSBHk5Y/eiabhrZDepwyIiIqLr4JxwG8VO0GQPnB2UuHdMJO4dE4mjqUX4cts5/LIvFaezSjH/+wN46Zcj6Blc35RwQp8guDmpJI6YzM1WO6R/ue0cnvrvAWh1AoO6+WH1c+MR7GO7c96JiIhsCYdIbVBybjnOZpdBqZBhamxnqcMhMov+XXzx9cMjkP35XHx67xBEd/ZEVZ0WR1OLAACz+vOGlD2KDatPwpNyy1FVq5E4mvbTaPV47NsEPP7dfmh1AneO6Ipdi6YyASciIrIiHAm3QYUVtYgL94GfuyM82ZiH7IyXqyOenBqN+VOisOtsHr7anoSyGjXmjegqdWgkgUAvZ3TyckZeaQ1OZpZgaPcAqUNqs0vltZj7yR/440weZDLgnTsG4MWZfbj6BRERkZWRiSs7GJFNqVVr4eTA+yxEZN+mvbsNmxOz8eX9Q/HopCipw2mTU5klmPX+DqQWVMLdWYVf5o9GPKs7iIiIrBLL0W0YE3AiIutvzrbmcAaGLdqA1IJKdAt0x/43ZzABJyIismLM0oiIyKZZa3M2IQTeWXMSC5YdhRDA+N5BWPb0GPi6O0kdGhEREbUDk3AiIrJphpHwk5ml0On1VrGGdnWdFg98tRe/JqQCAOZPjsKH9wzmkpNEREQ2gEk4ERHZtMhO7nBxVKK6TouUvArjsnWWKquoCjd/sBNHUougVMjw+X1D8fCEnlKHRURERCbCW+pERGTTFHI5YsK8AVh+Sfr+5AIMWrAeR1KL4OfuiB2vTmECTkREZGOYhBMRkc0zNmdLs9wk/MfdKRjz5mbkldagb6g3Di2Ox+joTlKHRURERCbGcnQiIrJ5ltwhXafX4+UlR/D++tMAgNmDwvDj46Pg5qSSODIiIiLqCEzCiYjI5sWGW2Y5elm1GvP+tQubjmcDABbOicXrt8RBLpdJHBkRERF1FCbhRERk8/qGekMmA/JKa5BXWo1OXi5Sh4S80mqMe2sLzuWUwdlBgR8eHYnbhnWROiwiIiLqYJwTTkRENs/VSYUeQR4AgMT0EomjqffUDwdxLqcMIT4u2PP6dCbgREREdoJJOBER2QVLmhe+9UQ2lh9Ig1wmw/oXJ6J/F1+pQyIiIiIzYRJORER2wVI6pNeqtXji+/0AgCenRCG2IS4iIiKyD0zCiYjILhiS8MQMaZPwf64/jZS8CgR5OePNuf0kjYWIiIjMj0k4ERHZhbiI+iT8fE45quu0ksRwMb8C/7f6BADgw3sGwcPFQZI4iIiISDpMwomIyC508nJBoKcT9ELgVKb5m7MJIfDkDwdQq9FhfO8g3M5GbERERHaJSTgREdkNKZuzrTmcgY3Hs6BSyPH5fUMgk3EtcCIiInvEJJyIiOyGoSTd3M3Zqmo1ePrHgwCAF2b2QVRnL7Oen4iIiCwHk3AiIrIbsWHSjIS/veoEMi5VIdzPFa/eHGPWcxMREZFlYRJORER2wzASfiKjBDq93iznPJtdivc3nAIAfHrvELg4Ks1yXiIiIrJMTMKJiMhu9AjygLODAlV1WlzIr+jw8wkh8MR3+6HVCczsH4pZA8M6/JxERERk2ZiEExGR3VDI5egb6g3APPPCl+xLxe9n8uCkUuCTewd3+PmIiIjI8jEJJyIiu2JsztbB88LLqtV47n/1zdgWzI5BlwD3Dj0fERERWQcm4UREZFcMy5QlpnfsWuGLlh9DflktegR54G/xfTr0XERERGQ9mIQTEZFdMcda4cdSi/DZlnMAgM/vGwpHlaLDzkVERETWhUk4ERHZlb5h3pDJgJySahSU1Zj89fV6gce+S4BeCNw+LAIT+wab/BxERERkvewuCZ87dy5kMlmzj19//VXq8IiIqIO5OanQvZMHgI4pSf/uj2QcSLkEd2cVPrybzdiIiIioMbtbrPTQoUOIjIzE7bff3mRf7969JYiIiIjMLS7cB0m55TieXoxJMaYbqb5UXouXlhwBALxxaxyCfVxM9tpERERkG+wqCS8oKEB6ejqeeuopvP3221KHQ0REEokN98Gy/Wkmnxf+8q9HUFxZh5gwbzw5Jdqkr01ERES2wa7K0Q8dOgQAGDhwoMSREBGRlIzN2Uy4VnhCUgG+/T0ZAPDF/UOhVNjVRywRERG1kl19Qzh4sH691uHDh0scCRERScmQhJ/LKUONWtvu19Pq9HjsuwQAwH1jIjGiZ2C7X5OIiIhsk10l4QcOHICDgwNeeukldOrUCc7OzujTpw/effdd1NXVSR0eERGZSZC3M/w9nKAXAqcyS9v9ep9vPYfE9BJ4uzrgvTtZbUVEREQts5skXAiBAwcOQK1W49ixY5gzZw4eeugh1NTU4JVXXsGMGTOg1+ubfa5Go0FNTU2jh0ajMfNPQEREpiKTyUxWkp5bUo2Fy48BAN6dNwD+Hk7tjo+IiIhsl900ZisoKMDAgQMRExODf/7zn5DL6+8/vP/++5g5cya2bt2KlStXYu7cuU2eu3nzZqxfv77Rtvj4eMycOdMssRMRkenFhftg28kcJGa0Lwl//qdDqKjRYHA3Pzw4roeJoiMiIiJbJRNCCKmDkNrx48fRr18/3HbbbVi6dGmT/RqNBlpt4zmDSqUSKpXKXCESEZGJ/bL3Iu76bDdG9AzAntent+k1dpzKwcTFWyGXyXDw7RkY0NXPxFESERGRrbGbkfBriY6uX0YmJSWl2f0qlYoJNxGRjTGUoyemF0OvF5DLZTf0fLVWhye+3w8AeHxSTybgRERE1Cp2MyccAC5cuNDs9sLCQgBAbW2tOcMhIiIJ9QjygJNKgcpaLS4WVNzw8z9Yfxrnc8oR6OmEt27r1wEREhERkS2ymyT89ddfR2RkJE6ePNlk39q1awEAMTEx5g6LiIgkolTI0SfUCwBwPP3G5oWnFVbgrVWJAID37xoEL1dHU4dHRERENspukvDp0+vn+z399NONRrwPHz6MhQsXAgAeeOABSWIjIrIUOp1O6hDMqq0d0p/58SBq1DqMiQ7EXSO7dkRoREREZKPsJgkfPHgw7rvvPvz+++/o1q0bpk+fjhEjRmDIkCEoLi7GK6+8gokTJ0odJhFRi9555x38/e9/R1VVVbtep7S0FFu2bMG3336Lq3tzfvrpp5g/f36L03euZcWKFVi8eDHy8vIabT916hQWL16MjRs3tivujhAX0ZCE38BI+LojmVhzOBNKhQxf3D8MMtmNzSUnIiIi+2ZXjdm+/vprDBw4EJ9//jl27twJT09PzJw5E/Pnz2cCTkQWr6ysDCUlJVAoFK1+jlarRUFBAbKysnDx4kWcO3cOubm5AAAXFxccPnwYgwYNMh6vUqmg0Wjg7+9/w/GVl5cjIyOjSVKq0+mQkZGB7t273/BrdjTjSHgrk/DqOi2e+u8BAMBz03ujV4hXR4VGRERENsquknCFQoHHH38cjz/+uNShEBHdMEPyrVS27q07KSkJH374oXG0WyaTQQiB22+/HT179kRwcHCThFmpVEImk8HNza3F19VoNKipqYFKpWr0fMN/63S6RtN+rixxv3K7EAIajQaOjo5wdJRmTnVMWH0Snl1cjcLyWvh7OF3z+HfWnEBaYSVCfV2xcE6sOUIkIiIiG2NXSTgRkTUzJOFyeetmEvXo0QO33XYb/P39ERoaitWrVyMhIQGjRo1qcdlFmUwGlUp1zXOkpKTg448/bnH/G2+80ez2HTt2YMeOHU2233PPPRg5cuS1f5gO4u6sQmQnd6TkVSAxvRgT+wa3eOz5nDL8Y90pAMDHfxkMNycuXUlEREQ3jkk4EZGFuHTpEtLT01vcr1arAQDHjh1r8ZigoCAEB19OJMePH3/d8+r1emPSLZPJGo2019bWwtHRsdGIt7e3N6ZOnQpXV9dGyfyBAweQmpqK+Pj4RiPpOTk52L17N6KiohAXFwegfhRcr9dDq9UiLCzsujF2pLhwn+sm4UIIzP9+P9RaPabFdcbsQdLGTERERNaLSTgRkYW4cOECvvvuu+se95///KfFffHx8Y2S8OspLy/HK6+8gv79++OBBx6AVqtttH/p0qVITEzEvffei9jY+vLrTp06Yfbs2c3Gn5qaiiFDhiAgIMC4/ejRo9i9ezeCg4Mxbty4VsdmLnHhPlhxIP2a88KX70/D9lO5cFTJ8a+/DmEzNiIiImozJuFERBbCMKo8efJkzJgxo8n+d999F7m5ufjkk0+a7Dt48CB+/vnnRqPYeXl5qK2thUKhgFwuR3V1NQAgOzsbMpkMarUazs7O0Gq1cHKqnwutVquh1+uNr5GRkYHq6mpERERcN36NRgMAqKura3a7YSTf0lyvOVt5tRrP/HgQAPDKrBh0C/QwW2xERERke5iEExFZCENJuEKhMCbFVzKMvja3z5B8XzmXe/PmzUhISGhy7DvvvGP878ceewwA4OfnBwCoqalBXV0d9Ho91Go1cnJyEBERAU9Pz0avUVlZCbVaDYVCYUzyb7/9dtxyyy1wcXExJvwAEB0djbfeegsqlarRdgBwdnaWfFTZsEzZ2ewy1Kq1cHJo/NH4+srjyC2tQbdAd7w0q48UIRIREZENYRJORGQhTJGMXvkakydPxsiRI6FQKJCfn4/vv/8eAPDCCy9AJpNBo9GgqKgIQH2JOVC/hrgQApWVlUhKSoJer0ffvn2bnGfDhg3YuXNnu+P95JNPmr2pYE7B3i7wdXNEUWUdTmeVYkBXP+O+E+nF+HTzWQDAZ38d0iRBJyIiIrpR/DZBRGQhTD0ifOXc8NOnTxv/Ozw83Fj6vmbNGgBAYGAgdDodysvLAQAFBQU4fvw4ADSbhMfExMDHx8c4Cm6IXavVYtmyZQgJCcHo0aNbjG3lypWNyuClJJPJEBfhgx2ncnE8vdiYhOv1Ao99tx86vcAtg8MxNS5E4kiJiIjIFjAJJyKyEIb1vE1Np9M1Kku/dOkS1q1bh7/+9a8IDAzEyJEj4e/vj7y8PON88JycHIwaNQqdOnVqtnt5dHQ0oqOjm2yvra3FsmXL4OvrizFjxrQY08qVK+Hi4mKCn65lVVVVqKmpMZbaX0tceEMSnnZ5Xvh/d6dgX1IBXB2V+OgvgzsyVCIiIrIjTMKJiCyEIQnftGkTNm3a1OJxjzzySIv7rmyqZpCQkIBLly7B09MTZWVlSE5OxtGjR1FTU4P58+dj6NChAICkpCTjc86cOYPRo0ejZ8+ebf1xrkmtVjeZZ25qe/bswerVqzFx4kTMnDkTDg4OLR57dXO24so6vPjLYQDA67fGIdTXtUNjJSIiIvvBJJyIyELodDoA9aXe/fr1a7J/zZo1KC0txb333ttkX0pKCvbu3Wt8DYOysjKsWrUK3bp1Q0BAABISEjBs2DDU1tZi5cqV+P7773H//fdDLpfj2LFjUKlUiImJwenTp6FWq6+ZuLaVWq2GEKLDR8InTpwInU6HDRs24NixY7j77rsRFRXV7LGG5mxHUovw854LWJqQiksVdegd4oWnp/bq0DiJiIjIvjAJJyKyEA4ODujSpQv69u2L4cOHN9m/bds2lJaWNrvP3d0dOTk5cHd3N27T6XT4/vvvUVlZiSeeeAK7d+827ps8eTLS09MREBAAmUyG/Px8JCUloV+/fhg/fjyOHDmCPXv2YPz48Sb/OQ1LlTk6Ol7zOCEE9u/fD51OBy8vL3h7e8PLywsuLi6tmj+vUCgwffp09O/fHz/99BM++ugjjBgxArfccgtcXRuPbJ/JKoVKIUONWoe7P/8TAKCUy3DHsAiolPLmXp6IiIioTZiEExFZiL59+zbbBK2tz/3f//6Hs2fPYtKkSejatWujJBwAHnjgAeOSZhs3boQQAkOHDkVkZCSCgoKwdetWjBo1ytjEzVROnjwJANctR9fr9di6dStyc3MbzZdXqVTGhLy5h7e3Nzw9PaFQKADUd35/7rnnsHfvXqxcuRInTpzAHXfcgQEDBkAmk+G3g+m441+7MCMuBK/OjkGfUG+cyizB4lUnsGjFcfQK8cacweEm/R0QERGR/WISTkRkozp16oQePXpgzpw5ze43JODJyck4cOAAunXrhtjYWADA1KlT8f3332P9+vWYPXt2u2PZsWMH9u3bh/LycmMH9uvdcFAoFHjttdeg0+lQVlaGkpISlJaWGv/X8N+pqakoKSmBVqs1Plcmk8Hd3b3RCLqXlxfi4+Nx9OhRfP3119i3bx/m3Xknnv/pEOL7hWL18+Mhl9ePsA/tHoA1f5uAmz/Yib/9fAg3DQyFQs4RcSIiImo/JuFERFbiRrunT5o0CSNHjjQm280pKyvDt99+CwCYO3eucfvgwYOxZcsWbNmyBV27djUm520VGxuLZcuWAahfOm3EiBEYPLh1HccVCgV8fHzg4+PT4jFCCFRVVRmT86uT9QsXLqCkpARVVVXG55w+fRoLXl2AvPL+WPLkaGMCbiCXy/DKTX0x/LWN+PNcPsb2CmrDT05ERETUGJNwIiIrYWi6ptPpjKXW16JQKODm5tbi/uLiYnz66acoKSnB7Nmz0aVLF+M+uVyO++67D++99x6+/vprPProo+jTp891z2mY7311l3Y/Pz+8+uqr8PX1bTIf2xRkMhnc3Nzg5uaGkJDm1/POz8/H3r17sX//fpSVlcHT0xNOviGoPa5En1DvZp9j2J5bUmPymImIiMg+MQknIrISGo0GAKDValuVhLdEp9MhOTkZ33//PcrLyzF06FBMnTq1yXFhYWG4/fbb8fPPP+Pzzz/HPffc02xTuCvV1tYaY2zu9cytpqYGhw8fRkJCAi5cuABnZ2cMHDgQw4YNQ9euXbHrbB7eOr4FpzJLMLR7QJPnn8osAQAEeTubO3QiIiKyUUzCiYisRGVlJYD6ZPx6ncWvxbBGt5+fH2JiYnDXXXe1eOzo0aOh1WqRnJyM/v37X/e1DUn41UulmVtxcTFWrVqFY8eOQavVIjo6Gg8++CBiY2MbLbs2KioQEf5u+L/VJxvNCQcAvV7gnTUn0SXADaOiAqX4MYiIiMgGycSNTjIkIiKboNFoWt35XK/XX3NuuaU5cuQINm/ejAEDBmDIkCHw9m6+3BwAfjuYjls//h3x/ULxyk19jd3R31lzEuuPZWLFM+PYHZ2IiIhMhkk4ERHZvd8OpuP5nw4hrbDSuK1LgBvev2sQE3AiIiIyKSbhREREAHR6Pf48l4/ckhoEeTtjVFQglyUjIiIik2MSTkRERERERGQmvMVPREREREREZCZMwomIiIiIiIjMhEk4ERERERERkZkwCSciIiIiIiIyEybhRERERERERGbCJJyIiIiIiIjITJiEExEREREREZkJk3AiIiIiIiIiM2ESTkRERERERGQmTMKJiIiIiIiIzIRJOBEREREREZGZMAknIiIiIiIiMhMm4URERERERERmwiSciIiIiIiIyEyYhBMRERERERGZCZNwIiIiIiIiIjNhEk5ERERERERkJkzCiYiIiIiIiMyESTgRERERERGRmTAJJyIiIiIiIjITJuFEREREREREZmJ3SXhdXR0WL16MHj16wNnZGf3798e2bdukDouIiIiIiIjsgF0l4TqdDrfeeisWLFgApVKJJ554Ag4ODpg2bRp+//13qcMjIiIiIiIiGycTQgipgzCXL7/8Eo8//jhGjRqFbdu2wdHRETqdDmPHjkVmZiaSk5OhUqmkDpOIiIiIiIhslF2NhH/22WcAgH/9619wdHQEACgUCixcuBDp6enYsWOHlOERERERERGRjbObJLywsBBnzpxBZGQkYmNjG+0bO3YsHBwcODeciIiIiIiIOpTdJOG5ubkAgP79+zfZ5+DggLCwMFy4cMHcYREREREREZEdUUodgLmUl5cDAAIDA5vd7+3tjezs7Gb3aTQaaLXaRtuUSiXnjxMREREREdENsZskXKFQAABcXFya3e/o6Iji4uJm923evBnr169vtC0+Ph4zZ840bZBERERERERk0+wmCXdzcwNQv054c9RqNdRqdbP7pk6diokTJzbaplTaza+OiIiIiIiITMRuMsmQkBAAwMWLF5vdn5+fj4CAgGb3qVQqlp4TERERERFRu9lNYzZvb2+Eh4fj8OHDuHpp9NzcXKSnpyMoKEii6IiIiIiIiMge2E0SDgCzZ89GTk4OVq1a1Wj7Dz/8AABNSs6JiIiIiIiITMmukvAnn3wSLi4uePTRR7F3714AwLp16/DOO+/Aw8MDc+fOlTjCjlNXV4fFixejR48ecHZ2Rv/+/ZtdFz0rKwtPPfUUunXrBkdHR3Tv3h2vvfYaqqur2x3D0qVLMXDgQLi6uqJLly74+OOPr/ucd999FzKZrN3nptaz1multrYWUVFRcHV1RWpqartjoNaxhOvF4NFHH0VERESrjuV7i/lZ67XC9xZpSH29lJWV4fnnn0dERASUSiXc3NwwY8YMnD179prPu5Fri0zDWq+VwsJC+Pv7IygoCKWlpe2KwZpJ/fczvPbHH3+Mhx9+GPPnz8eyZcug0+maPbYt31GbJezMsmXLhLOzswAgXFxcBAChUqnE0qVLpQ6tw2i1WhEfHy8AiOjoaPH888+LIUOGCIVCIXbu3Gk87vTp08Lf318olUpxxx13iL/97W9i0KBBAoDo37+/KC0tbXMM7733ngAgfH19xfz588Utt9wiAIg333yzxeesWLFCyGQyYYeXqWSs9VoRQogXXnhBABD/+Mc/2nxuujGWcL0YfPjhhwKACA8Pv+6xfG8xP2u9VoTge4sUpL5eqqurRVxcnPGzaPLkyaJbt24CgPD29haZmZnNPu9Gry1qP2u9VoQQYu7cuQKAWLZsWZvObQuk/vsJIcT27duFl5eXkMvlomvXrsb8cNiwYaK6urrRsW39jtocu/wGkpycLB5++GExcuRIcdddd4kTJ05IHVKH+uKLLwQAMWrUKFFbWyuEqL/oR44cKcLDw4VarRZCCDF48GAhk8nE1q1bGz1//vz5AoB47LHH2nT+kydPCoVCIfz9/UVaWppx+8svvyyUSqU4ffp0k+f861//EkqlUgDgF2UzssZrRQgh9u/fLxQKhYiLixMajaZN56YbJ/X1IoQQOp1OvPLKK8b3iut9+eV7izSs8VoRgu8tUpH6elm0aJEAIB555BHjl3CdTif+8pe/CADi6aefbnR8W64tMg1ru1YMVqxYIQCI+Pj4Np3XVkj99ysoKBB+fn4iOjra+L2ztrZWPP744wKAePvtt43HtvU7akv4DcQO9OrVSwAQx48fb7R9y5YtAoDYtGmTSExMFADEjBkzmjy/pKREABDBwcFtOr/hQv7kk08abS8uLhYuLi7ipZdearR98eLFAoC47777xPDhw/lF2Yys7VoRov7NslevXkIul4uDBw+26bzUNlJfL0II8dBDDwkAYsGCBSI8PPyaX3753iIda7tWhOB7i5SkvF60Wq0ICwsTgwcPbrLvzJkzAoAYPnx4o+03em2R6VjbtSKEEJcuXRIBAQHC1dVVpKen3/B5bYnUnw0LFiwQAMSRI0cabS8tLRUAxIQJE4zb2vId9Vrsak64PSosLMSZM2cQGRmJ2NjYRvvGjh0LBwcHbNu2DadOnQIADBw4sMlreHp6QqVS4dKlS22KYdeuXQCAW265pdF2b29vDBo0qMm8j/z8fHz99df47rvvuDScGVnjtQIAr7/+Os6cOYP58+dj0KBBbTov3ThLuF4AoKKiAqtXr8Zbb7113WP53iINa7xWAL63SEXq60WhUCAtLQ07d+5ssk+r1RqPudKNXltkGtZ4rQDA/PnzUVBQgLfeegthYWE3fF5bIfXfD6jv4bB7927079+/0fby8nIAgLOzs3FbW76jXguTcBuXm5sLAE0uLgBwcHBAWFgYLly4YHyTaO4iTkpKgkajQXh4eJtiyMnJQUBAADp37txkX/fu3Zus3f7hhx/iwQcfbNO5qO2s8Vo5duwY/vnPf0KlUsHLywvPPvssFi9ejOTk5Dadn1rPEq4XAPjpp59w0003tepYvrdIwxqvFb63SMcSrheZTAZXV9cm29etWwcAGDFiRKPtN3JtkelY47Wybt06/Prrr/D09ERlZSWeffZZvP/++8jJyWnT+a2ZJfz9OnfujFGjRjXZ/u677wIA4uPjjdtu9Dvq9ShvMFayMoY7OYGBgc3u9/b2RnZ2NqKjowHUd/x7+eWXERISAgDQ6/V4+eWXAVy+EI8dO4aVK1de99zjx4/H+PHjUV5ejl69erV4/tLSUlRVVRnfxJq7a0gdzxqvlfnz50On00Gn0+HNN980Hvvmm2/igw8+wPz581vzo1MbWML1AtzY+wXfW6RhjdcK31ukYynXy9XKysrwySefwMHBAY899lijfXxvkYa1XSt1dXV4+umnjccsWrTIuO+tt97Ct99+i1tvvfW657YVlvb3y8nJwerVq/Hrr7/izz//xL333ouHHnqoUbw38h31epiE2zjDB4OLi0uz+x0dHVFcXIyYmBhMnz4dGzduxJAhQ/Dkk0/Czc0NK1aswK5duyCXy/HII48AABITE7F48eLrnlupVGL8+PFQKBTXPD8AVFdXt/qipY5hbdfKhg0bsG/fPgD1X5gfeeQRODk5YfPmzVi0aBGefPJJ9OzZE5MmTbrh3wVdnyVcL2QdrO1a4XuLtCz1ennuuedQUFCAV1991a5LiC2JtV0r33zzDVJTUyGTyfD666/j9ttvhxACK1euxFtvvYW77roL0dHR6N27943+KqySpf399uzZg/nz50MIAV9fXzzwwAOQyy8XjZs8n2nTLHayGidOnBAAxDPPPNPs/sGDB4vIyEghhBDl5eXinnvuEXK53Njh0/C488472xyDj4+PiIuLa3bfiy++KACIrKysZvePGTOGzZPMxNqulfvuu08AELNnz25yrKHraHP7yDQs4Xq52o00ROJ7i/lY27XC9xZpWeL1snTpUgFA9OvXT9TV1V3zWDZmMx9ru1bGjRsnAIhnn322yfPef//9FvfZKkv8+5WWlor//e9/IjQ0VCiVSrF582bjvvbkM83hnHAbZyjZaGmeQn5+Pry9vQEA7u7u+PHHH5GXl4edO3fil19+gVwuh6OjY6vuKl0rhtTU1BbPD8AYA0nH2q6VrKwsAMD999/f5NgpU6YAAM6dO9fmWOjaLOF6IetgbdcK31ukZWnXy5kzZ/Dggw/Cy8sLy5cvh4ODg0lel9rP2q4Vvrc0Zml/P6C+0dvdd9+NzZs3Q6vVYsGCBY3iNWU+wyTcxnl7eyM8PByHDx+GEKLRvtzcXKSnpyMoKKjRdn9/f4wbNw779++HXq/HM888g4iIiDbH0K9fP5SVleH8+fNN9iUkJMDDw6PF8g4yH2u7Vjw8PAAA3bp1a3KsRqMBAH5Z6kCWcL2QdbC2a4XvLdKypOulqKgIN910E6qqqvDLL780e02QdKztWuF7S2OW9Pe7Wq9evdCtWzecPXvWuM3U+QyTcDswe/Zs5OTkYNWqVY22//DDDwCAiRMnNnlOTk4O/vOf/yAoKKjRXaC2nh8APv/880bbExISkJSU1Oz5SRrWdK3069cPAJCRkdHkdRITEwGgyZIXZFpSXy9kPazpWuF7i/Qs4XqpqqpCfHw8UlJS8N5772HatGntfk0yPWu6Vvje0pTUf79Zs2YhOjoaer2+0Xa9Xo/S0lK4ubk1ihUwYT7T9qp5shYXLlwQLi4uwt/fX+zZs0cIIcTatWuFu7u78PDwELm5uU2eY5gT9+OPP7b7/FqtVvTu3VvI5XLx1VdfCZ1OJ86ePSuioqIEALFhw4YWn8t5m+ZlTddKUlKSUCqVYujQoaKiosK4vbS0VAwaNEgAENu2bWt3TNQyqa+Xq3FOuOWypmuF7y3Sk/p6qampEaNHjxYAxIMPPnhDz+WccPOypmvl999/FwDEnDlzhFqtNm7PyckRERERQi6Xi3PnzrU7Jmsi9d/vzTffFADE3/72N6HX643bP/nkEwFAPPDAA8Zt7clnmsNvIHZi2bJlwtnZWQAQLi4uAoBQqVRi6dKlTY49cuSIkMvlYuTIkSY7/9mzZ0VoaKgAIJydnYVMJhMAxFNPPXXN5/GLsvlZ07Xy3nvvCQAiLCxMPPLII+LBBx8UwcHBAoC45557TBYTtUzq6+VKTMItmzVdK3xvkZ6U18vixYsFAOHk5CReeukl8eqrrzZ5tIRJuPlZ07Xy2GOPCQAiKipKPPHEE+Ivf/mL8PLyEgDEwoULTRKTtZHy71ddXS0GDx4sAIgBAwaIp59+WsycOVMAEN27dxcFBQWNVJCpNwAABsBJREFUjm9rPtMcfgOxI8nJyeLhhx8WI0eOFHfddZc4ceJEs8eNGjVKKBQKcfz4cZOev6ysTCxcuFCMGTNGxMfHi9WrV1/3OfyiLA1rula2bNki4uPjRadOnYSTk5OIiooS7733XqO7zNSxpL5eDJiEWz5rulb43iI9qa6XSZMmNenAfPWjJUzCpWFN18qSJUvE+PHjhb+/v3BxcRExMTHim2++MUk81krKz4by8nKxcOFC0aNHD+Hi4iKioqLEokWLRHl5ebPHtyWfaY5MiKtmwhMRERERERFRh2BjNiIiIiIiIiIzYRJOREREREREZCZMwomIiIiIiIjMhEk4ERERERERkZkwCSciIiIiIiIyEybhRERERERERGbCJJyIiIiIiIjITJiEExEREREREZkJk3AiIiIiIiIiM2ESTkRERERERGQmTMKJiIiIiIiIzIRJOBEREREREZGZMAknIiIiIiIiMhMm4URERERERERmwiSciIiIiIiIyEyYhBMRERERERGZCZNwIiIiIiIiIjNhEk5ERERERERkJkzC6Ybs3r0bixYtwrlz5xptf+edd7B48WKJoiIiIiIiIrIOSqkDoI71zTff4NChQzf8vD59+uDJJ59ssl2tViM/Px9CiEbby8rKoFarjf9/586dWL58ebOv7eTkhI8++uiGYyIiIiIiIrJ2TMJtnFxeX+wwYMAA+Pj4XPf4oqIiHD161Pg8A51OB41GA4VCAQDG/zVQKBRQqVTQarUQQkChUECv12PcuHGIiooyHvfzzz83SeCJiIiIiIjsBZNwG2dIpkeNGoXo6OjrHn/q1Klmk/DU1FT885//NP7/Dz74oNnnP/HEE5g7dy6cnJwAAGFhYYiLizPuX7FiBbRa7Y3+GERERERERDaBSbiNu3rEuq3PCw4Oxssvv4yTJ09iw4YNeOSRRxAcHGzc/8knn0Cv1+Oxxx6Dh4dHkznjV5LJZG2KiYiIiIiIyNoxCbdxV49ot/V5Li4u6NKlCzIyMgAAPj4+6NSpk3G/QqGATCZDREQEgGsn2kzCiYiIiIjIXjEJt3FtTXiv97zi4mJjyTlQP2f8yucY/rusrAx5eXktHkdERERERGRPmITbuI5Kwr/66qsm23x9fZtsW716NVavXn3d44iIiIiIiOwBk3A7ceTIEWRmZl73uPz8fADXT8JfeeUVY+k5ALz00kuN9hs6oN97770YPny4cfuCBQug1+tbGzYREREREZFNYRJu4wzJ9J9//tmm57Xk6nJ0vV7fqJkbE20iIiIiIqKmmITbOEMy/cwzz7R6ibJ//etf1z3ueuXoOp3uBqIkIiIiIiKyD0zCqU2uV46uVqsBAIcPH0ZOTo5xe1VVFZydnc0SIxERERERkaVhEk7NMszpNjh27Bg0Go1xibLz58+jqKjIuF+j0UCn0+HAgQMIDQ1FVVUVgPqlzurq6ozHsUydiIiIiIjsGZNwG3d1Mt3W523cuBFZWVmQy+VwdHTEhg0bGu3X6/XQarX47rvvcMcddxiXJZs7dy4CAwONx509e5aJOBERERER2S0m4TbOVEn4yy+/DIVCAbVajeTkZPTu3du4r6qqCpcuXUJ4eDh0Oh2EENi8eTMcHR3h7+/frviJiIiIiIhsiVzqAKhjGZLpuro6VFdXX/dhmMt9dRJu6Hy+YcMGfPrpp9iyZYtx33fffYePPvoIGRkZUCgUuHDhAkpLS9G7d2/I5bzEiIiIiIiIDDgSbuMMpd9ffvllm553pbNnz2LLli2Ijo7GxIkTjdvnzp2Ld955B59++ileeOEFrF+/HgAwaNCgdkRORERERERke5iE2zhDMj1x4kQEBQVd9/icnBzs2LGjyRJj6enp+Oqrr+Dj44OHHnqo0ZrgnTp1wrx587B27Vrs27cPSUlJ6Ny5M/r169ckFo1GA6WSlx0REREREdknZkM2zpBM9+nTp9XrhO/YsaPJSPjJkychk8nw6KOPwtXVtcnzhg4dCg8PD3zxxReQyWSYO3eucY1yANi1axfWrl2LysrKVsVBRERERERki5iE27irR7Rb6+okPD4+HhMnToSTk1OLz+natStGjx4NJyenJol2bGwsVq5cidjYWMydO7dNMREREREREVk7mWhr+2yiG6TX69mojYiIiIiI7BqTcCIiIiIiIiIz4bAkERERERERkZkwCSciIiIiIiIyEybhRERERERERGbCJJyIiIiIiIjITJiEExEREREREZkJk3AiIiIiIiIiM2ESTkRERERERGQmTMKJiIiIiIiIzIRJOBEREREREZGZ/D/ATH7o5bESbgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import timedelta\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "colors = {'蓝色': '#00589F', '深蓝色': '#003867', '浅蓝色': '#5D9BCF',\n",
    "          '灰色': '#999999', '深灰色': '#666666', '浅灰色': '#CCCCCC',\n",
    "          '橙色': '#F68F00', '深橙色': '#A05D00', '浅橙色': '#FBC171'}\n",
    "# 读取每日销售数据\n",
    "df = pd.read_excel('2019年9月每日销售.xlsx')\n",
    "# 定义画图的数据\n",
    "x = [x.strftime('%m-%d') for x in df['日期']]\n",
    "y = df['实际销量']\n",
    "# 使用“面向对象”的方法画图，定义图片的大小\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "# 设置标题\n",
    "ax.text(-3.9, y.max() + 6, '\\n2019年9月每天产品销量的变化趋势\\n', fontsize=26, color=colors['深灰色'])\n",
    "# 绘制折线图\n",
    "ax.plot(x, y, marker='o', color=colors['蓝色'], markevery=[y.idxmin(), y.idxmax()], mfc='w')\n",
    "# 标注最大值对应的事件\n",
    "ax.annotate('打折促销', xy=(x[y.idxmax()], y.max()), color=colors['蓝色'], xytext=(y.idxmax() - 4.2, y.max()),\n",
    "            arrowprops=dict(arrowstyle='->', color=colors['蓝色']), fontsize=16)\n",
    "# 标注最小值对应的事件\n",
    "ax.annotate('中秋节', xy=(x[y.idxmin()], y.min()), color=colors['深灰色'], xytext=(y.idxmin() - 3.6, y.min()),\n",
    "            arrowprops=dict(arrowstyle='->', color=colors['深灰色']), fontsize=16)\n",
    "\n",
    "# 计算7天移动平均\n",
    "y2 = y.rolling(7).mean()\n",
    "# 绘制趋势线\n",
    "ax.plot(x, y2, ls='-', color=colors['灰色'], label='七天移动平均')\n",
    "# 绘制趋势线末端的箭头\n",
    "plt.annotate('', xy=(x[-1:], y2[-1:]), xytext=(x[-2:-1], y2[-2:-1]),\n",
    "             arrowprops=dict(arrowstyle='->', color=colors['灰色'], shrinkB=0))\n",
    "# 文字说明移动平均\n",
    "ax.text(len(x) - 7.8, y2[-8:-7], '七天移动平均', color=colors['深灰色'], fontsize=12,\n",
    "        bbox=dict(facecolor='w', edgecolor='w'))\n",
    "\n",
    "# 隐藏边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "# 隐藏X轴的刻度线\n",
    "ax.tick_params(axis='x', which='major', length=0)\n",
    "\n",
    "# 设置X轴显示的标签\n",
    "xt = []\n",
    "for i in np.arange(len(x)):\n",
    "    if (i % 5 == 0):\n",
    "        xt.append(x[i])\n",
    "    else:\n",
    "        xt.append('')\n",
    "xt[-1] = x[-1]\n",
    "ax.set_xticklabels(xt, ha='left')\n",
    "\n",
    "# 设置X、Y轴的标题，适当留白\n",
    "ax.text(-0.1, -5, '日期', ha='left', fontsize=16, color=colors['深灰色'])\n",
    "ax.text(-3.9, y.max() + 6.8, '产\\n品\\n销\\n量', va='top', fontsize=16, color=colors['深灰色'])\n",
    "# 设置坐标标签字体大小和颜色\n",
    "ax.tick_params(labelsize=16, color=colors['深灰色'])\n",
    "# 设置y轴的刻度范围\n",
    "ax.set_ylim(0, y.max() + 6)\n",
    "\n",
    "plt.show()"
   ]
  }
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